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For partners and pressbeyond-desk@hexcal.com

by Hexcal

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Signal

What’s moving in agentic workstations and workflows — drawn from a reviewed source list, scored, and kept at a permanent address you can cite.

Curated and full layers · newest first · scored, sourced, citable

Evidence graph

The ledger as a map. Dashed edges are machine-suggested (embedding similarity and duplicate clusters); solid edges are editorial — they appear only where a blog post cites an entry.

: cites — editorial citation (blog post → entry)
: related — machine-suggested (embedding similarity)
: cluster — same story, archived duplicate

Text index of this graph (2730 entries)

AI hardware & peripherals

Adjust your Navigator Trackball angle and sensitivity
iFLYTEK P1 Pro: The AI-powered recorder slash lighter
DIY Voyager Angled Keycaps
Layout Buffet - Backlighting
INNOCN CB32U1 review: An affordable alternative to the Apple Studio Display?
Flagship convertible with Snapdragon X2 Elite - Microsoft Surface Pro OLED 2026 Review
Excellent business laptop with 64 GB RAM - Lenovo ThinkPad T14s Gen 7 AMD Review
June Roundup of Navigator Updates
Layout Buffet - Hyper, Meh, and Software Shortcuts
DIY Navigator Moonlander Shells
DIY Moonlander Wrist Rest Pad
DIY Navigator Trackpad Shells
iFLYTEK AI Recorder P1: An AI assistant as a wearable device
AI at the Edge is a different operating environment
HP Reveals Keyboard Computer with Ryzen AI Chip
Keychron's Nape Pro turns your keyboard into a laptop‑style trackball rig
Exploring Different Keyboard Sensing Technologies
Toucan Wireless Split Keyboard with Touchpad
OpenAI and Broadcom unveil LLM-optimized inference chip
192GB of VRAM in One PC… The Cheap Way
AMD Built the DGX Spark Rival I Predicted… But There's a Catch
Building the World’s Smallest AI Workstation
Most Powerful 16" Gaming Laptop Has a Secret
NVIDIA RTX Spark Made Everyone Mad
3 New PCs, One Giant AI Model… This Shouldn’t Work
Three months wrong about why my 4-node AMD cluster was slow
The Non-NVIDIA AI Card Everyone’s Ignoring
INSANE $1000 32GB VRAM Local Ai Server
$1500 Local AI Server Build Tested with Hermes Agent Gemma 4 and Qwen 3.6
This $129 AI Storage Server Upgrade Saved Me $2,800
BEST Local Ai Motherboard CPU Combo You've Never Heard Of
KEEP AI LOCAL! Explaining Agentic AI and The Loop: FT MSI Cubi NUC+ and the MSI EdgeXpert Mini PCs
Is STRIX Better than SPARK? Now Launching w/new Software: AMD's Ryzen AI Halo Developer Workstation
NVIDIA's Secret Windows Upgrades for N1/N1X Laptops Help Everyone; AMD Could Benefit the Most
Minisforum's N5 Max is an Absurd NAS
Analyzing Nvidia GB10's GPU
Inside Nvidia GB10’s Memory Subsystem, from the CPU Side
Nvidia’s B200: Keeping the CUDA Juggernaut Rolling ft. Verda (formerly DataCrunch)
Today was the perfect day for Poolside to drop Laguna S 2.1 because I just got these in! Finally have a half decent amount of VRAM. 3x V620 = 96 GB.
RTX 5090 and 5080 Ran the Same Local AI Until the VRAM Ran Out
Got these baddies in the mail today (2X 3080 20GB)
Apple’s Hidden AI Model… The Speed they never showed
Apple M5 isn't making full use of its matmul cores yet
How much are RTX PRO 6000s going for in your country/state?
PSA: DO NOT use Intel consumer platforms for multi-GPU setups
Building the World’s Smallest AI Workstation
Taking a Look at Gigabyte's MW94-RP0 Xeon 6 E-ATX Motherboard
Is it worth getting 128GB MacBook Pro? Will it ever be comparable to today’s frontier models for coding?
AMD Says 2 Ryzen AI Halos Can Run a 400B Model... I Tested It
World's First(?) Underwhelming AMD Ryzen AI Halo Cluster
AMD Strix Halo with 32 GB RAM for $1899 - Asus ProArt PX13 2026 Convertible Review
A user has managed to run Kimi K3 on 80xRTX 5090, via 25GbE Ethernet.
My second Inspur AGX-2 with another x8 v100 arrived!
PCIe Gen6 and Gen5 Will Both Matter for AI Storage
DGX Station running GLM5.2 in VSCode
ASUS Showcases NUC 16 Family Powered By Panther Lake
"Data center in a Box (on Wheels)" 256Gb VRAM/512Gb RAM AI Server 6-8 Month Operational Review, Stability Write Up, Benchmarks
Checking Out The GMKTek X3 Strix Halo: More Strix Halo Shenanigans!
SK hynix, In Collaboration With SanDisk, Unveils The New High Bandwidth Flash (HBF) Standard, Helping To Resolve AI Inference Bottlenecks, Targeting Up To 3TB/s Bandwidth
Kimi K3 full model running on 16x GB10 cluster at 20+tps
Powerful creator tablet with Snapdragon X2 Elite - Asus ProArt PZ14 Review
Get AI max+ 395 laptop or wait for rtx spark?
Google DeepMind reshuffle 🧠, Meta Muse Code 💻, Anthropic chip team 🧩
We Upgraded Our ZOTAC 4090 24G to Have More VRAM!
RTX 5090 Owner Built An Open-Source Tool That Shuts Down PC If It Detects The 12VHPWR Cable Drawing Too Much Power, But It Can Only Work On Specific GPUs
A 10M IOPS Kioxia GP1 SSD Shown Running at FMS 2026
Showoff Saturday: Local 4x 6000 Pro (multi-year progression)
enabling PCI-E p2p for consumer Nvidia cards will yield you more than you think
RTX 5090 96GB spotted on Alibaba?
Underestimated budget solution: radeon 780m iGPU
WisdPi WP-UT9 USB 10GbE Adapter Review
Comu Action Pro: AI Assistant put to the test
Comu Action Pro: AI assistant put to the test
Show HN: A tiny LLM running at 21,000 tok/s on a $250 FPGA (Live Demo)
Minisforum N5 Max Review with AMD Ryzen AI Max+ 395
I built a weird, low-power llama.cpp server using an Intel N100 + RTX 5060Ti
Ling-3.0-flash quant ladder on one DGX Spark: the whole thing sits in a 32 to 40 tok/s band
Low Power AI Is More Efficient than NVIDIA // The AI Hardware Show S2E10
OdinLake O3 WireControl ergonomic chair review: Better than the LiberNovo Omni?
Nvidia doubles RTX PRO 6000 Blackwell's MSRP to a staggering $16,000 — 96GB card started pre-orders below $8,000 last year
You could purchase a Desktop with 2TB of DDR5 - It only sets you back some $200k+
27-inch monitor with a 240 Hz IPS panel, G-Sync, and accurate colors: KTC H27E6S review
M5 MacBook Air Against Every Generation for Dev Work
This was a data center a year ago… Now it's on my desk
This 13-in-1 USB-C docking station with built-in GaN+ charger changed my charging habits for the better — a review
club-5060ti refresh: tested RTX 5060 Ti presets, a proper high-context harness, and Qwen3.8 27B
MOKiN's 13-in-1 USB-C docking station has an actually useful gimmick and it turned my Lenovo Legion Go into a usable desktop PC
Show-off Saturday: Intel Arc B140 build.
The dream is to reach 200GB VRAM
Qwen3.8-27B Q8_0 on Strix Halo is seriously impressive
CDW has bumped the MSRP of the RTX Pro 6000 from $16,000 to $19,999
Linux Improves VRAM Management in 7.3 Kernel 🥳
This laptop with 64 GB RAM is perfect for AI agents: HP ZBook 8 G2a 14 review
Alibaba's RISC-V CPU, XuanTie C950, Runs Qwen-3.8 27B at 30 tps
Framework 13 Pro...Why Apple Solders Memory
A Server with EIGHT GPUs? ft. ASRock R9600D
Buying a V100/older NVIDIA GPU? Run this to check for older memory issues
“The All Spark” Cluster: Upgrading from 16 - 36 DGX Sparks
GMKtec is going to launch new hardware with Ryzen AI Max+ PRO 495 at IFA Berlin 2026
With AI lumbar support, massage, heating, and cooling: Hbada X7 office chair review
Apple M5 Server
Apple introduces new Mac Studio with M5 Max and M5 Ultra - up to 512GB of unified memory
Apple releases M5 ultra at 1.2TB/s bandwith
Intel Arc Pro B60 Dual 48G spotted
Mac Studio M5 Max Cost Analysis
Mac Studio M5 Ultra is a DGX Spark Killer for Local AI
224GB of GPU Memory on 1 Desk and It Should Not Work
EliteBook X Flip G2i 14 AI review: HP's strongest convertible yet is also one of the priciest
[AINews] Hot Chips: OpenAI’s Jalapeño, Cerebras CS-5, Groq 3 LPX, Apple M6
Let's Talk about SR-IOV and Proxmox on Intel Arc B60 and B70!
I Built a Monster PC Just to Run AI Locally
ROCm 10.0: A Decade of Open Compute, Built for the Age of Agentic AI
Hot Chips 2026: Samsung’s Processing-in-Memory (PIM)
Exo labs claiming 4.8 tb/s memory bandwidth through m5u Mac Studio clustering
DGX Spark cluster
It's official! 192GB Framework
Ran Qwen3.8-Flash-Next (79 GB, 2-bit) at 350K ctx for 3.5 hours on a 128 GB M5 Max — speed vs context depth, 100 turns, one graph
When you say, because I can. Limits of X870e
Experience report - Qwen 3.8 Flash Next on memory rich, GPU poor setup
NVIDIA® DGX Station™ Delivering Data-Center-Class Performance from the Desktop
This $60,000 Mac Cluster Has a $10 Problem
HP ZBook Ultra G1a 14 with Strix Halo review: A victim of the memory crisis?
A very confusing report from Puget Systems
HiDock P1 AI voice recorder hands-on review
2/5 of my CMP 170HX have died after 2 weeks and the 3rd came with defective tensor cores. Current prices DO NOT justify the risk you are taking
GLM 5.3 Flash makes a black hole Minecraft mod running locally on 4x RTX PRO 6000 WS
Could the shortage be getting better?
Unholy Strix Machine! Doubling up with R9700s
MINISFORUM MS-S1 MAX-P495
GB10 Dgx Spark 2 Node Cluster From Scratch
AMD unveils Threadripper Halo Station
MSI EdgeXpert (DGX Spark) Unboxing
NVIDIA didn't want me to do this
Thinking about grabbing an RTX 2000 Ada 16gb to add to my gaming pc for inference due to Wattage constraints, any advice?
Voice conversations between Gemma4 12B and E2B on GPU and Jetson Orin
GPU guide (GB per dollar, bandwidth)
Dell Pro 7 14 P714260 review: Sticking with Intel has its advantages
Now this is a serious local machine
Server rebuild to custom loop. 2x RTX Titans 24gb, 1x 22gb 2080ti | T: 70GB VRAM.
8 DGX Spark Cluster with this Switch
Mac studio is an Anal powerhouse - time 0:04 in official video
PCIe Geometry for the Minisforum MS-03
What GPUs will give me GOOD speeds and on DSV4 Flash and similar models, and not have to run a mega quantized version? Budget around $15k-ish.
nvidia rtx 5090 with 96gb of vram.
Intel Linux NPU driver only now officially supports Ubuntu 26.04 LTS
Should I sell my RTX 5090 for a Mac Studio M5 Ultra 96GB?
I Ran A 27B Model On A Hand-Sized PC… Didn't Expect This
3k$ 128GB VRAM + 256GB RAM DDR4 Server
Talk me out of buying a 3rd Spark
Micron's memory wall chart. Compute up ~3x every two years, HBM bandwidth under 2x
5090 Stock is Almost Gone
RTX PRO 5500 Blackwell (84GB) released
What are the current best retail GPUs for max VRAM at a reasonable price?
Show HN: Kinesis – Control your Mac with the Meta Neural Band
NVIDIA Unveils RTX PRO 5500 "Blackwell" Workstation GPU with 84 GB GDDR7 Memory
Got it unopened off Craigslist for $4k. Excited to start hosting my own models!
Don’t buy a $9K RTX 5090.... instead.
LACT PR to let NVIDIA gpus go lower than stock VBIOS limit (so below 400W for 5090, or below 250W for 6000 PRO MaxQ)
The Only Local AI GPUs Worth Buying Right Now (Ranked)
Upgraded my local setup with 2 rtx pros and it's amazing.
153 tok/s on 1x AMD Radeon R9700 running Qwen3.8 27b NVFP4, 470 tok/s @ 8 conc requests, Prefill @ 3,619 tok/s
Installing 6 GPUs in a standard case rather than using an open-frame chassis.
Bonsai 1.7B can solve simple physics problems on a 12 watt intel N97 at about 9.1 t/s
768gb vram for less than the price of one RTX 6000
An AI Supercomputer On Your Desktop: Checking Out The MSI XpertStation WS300
Qwen3.8-27B at 144 tok/s on an M5 Max MacBook Pro
Qualcomm’s Adreno X2 GPU
Radeon RX 10800 XT can outperform the RTX 5090 by 15-25% in 4K gaming and local AI
18 Arm Cores in 0.7 Liters… I Put It Next to a Mac mini
Would you buy a Qwen3.8-27B Taalas chip for $1k if it could run at 7,000 TPS?
Speed-up Kimi K3(2.8T) on a 16x GB10 Cluster — 30 t/s coding throughput, 136 t/s concurrency peak.
M5 Ultra Mac Studio Review: The Dream Mac for Local AI Agents - MacStories
Folks, have you purchased the Mac M5 Ultra with 256GB yet? We need serious benchmarks, because we only get YouTube clowns influencers results
Show HN: Npunlock – Run custom C kernels for Intel NPUs
49-inch, flat, ultrawide and Mini-LED: Innocn E49M1R monitor for CAD and creative work in review
Not big enough
Asianometry: High Bandwidth Flash: What Is It Good For?
2400cc Inference Racer: Dual RTX 3090 motors, NVLink turbo, naked 7840U ThinkPad ECU, VW Golf radiator
Navigating Cost Efficient Hardware in these Volatile Times
Local AI GPU Prices are Spiking (Buy Now or Wait?)
Anyone with experience using dual SXM2 to PCIe card?
Updated from 3x3090(2x3090, 1x3090TI) to 2x5090
I’m calling this the Monstrosity. 5 ex mining BC-250 boards Qwen3-Coder-Next Q4 at 40 tok/s
Minisforum MS-S1 MAX-P495 @ €7.799,00
3090 for $1500???
3090 NVLink bridges: are there clones of these? why are they so insanely expensive?
Is The ASUS Ascent QN10 the Snapdragon AI Mini PC of your Dreams?
Debugging PCIe Link Retraining on an x8/x8 Splitter with Two RTX 3090s
Do you need some extra memory on your DGX Spark?
Qualcomm’s System Level Architecture in the Snapdragon X2 Elite
AMD boosting AI/LLM performance for Radeon iGPUs as much as 18~23% with Linux 7.4
Oído: speech recognition that beats Whisper-tiny, running on a $5 microcontroller (open source)
Preorder for new AMD Ryzen™ AI Max 400 Series 192GB from framework just started
You can now run Qwen 3.8 27B on AMD NPUs via FastFlowLM (at a killer 1 tps decode)
Least to most expensive (Somewhat modern) GPU's with 32gb of vram (Under $1600) Based on ebay listings
$5400 eBay 8x V100 server cranks on flash-next
M5 Ultra vs 2 DGX Sparks… The Number You're Not Looking At
Building an AI Workstation for Someone Else
Update on the “Monstrosity”. 6 BC-250 board cluster
Two 96 GB Ascend cards crun Qwen3.8-flash-next hardware notes, vLLM work, benchmarks, and what is next
New 64GB DGX Spark. Significantly higher price for the original 128GB model $6,950 USD
Is NVIDIA Insane? $4,999 DGX Spark 64GB
I tried building a small RAG search node for Qwen3.8 27B using a fake AliExpress Mini PC... and Intel sent me back to 2018.
MSI Stealth 16 AI B3WH review: Part Gamer, Part Creator, All Professional
The curse of 64GB system RAM
From 1x3090 to 20 DGX Sparks: my house fuses were the first bottleneck
Qwen3.5 arch implementation in FPGA fabric for 9B/27B INT4 models on relatively cheap eBay mining hardware
Make no mistake, selling 64 GB DGX Spark variants at the same cost as the original 128 GB is straight drug dealer behavior.
54gb vram for 35$
cmpunlocker v0.5 just dropped, ECC support along with 4 extra SM unlocked for FREE, who needs a 64GB DGX Spark when you've got a CMP170hx right? 1.5TB/s memory BW vs 273 GB/s, all for less than 1/2 the price of a 64GB DGX Spark
2x CMP 170HX 64GB: GLM-5.3-Flash at 384K context / ~90 tok/s (EXL3, HBM-first setup) + Qwen3.8 comparison
Surface RTX Spark Dev Box: The Dev Box Built For Developers
$2800 rig with 8x Radeon Pro V620 (256 GB VRAM) + custom vLLM fork = Qwen3.8-Flash-Next at 60 to 100 t/s decode and 3000+ t/s prefill
Bois, there's now a waterblock for the R9700. Quiet 4x or 6x builds are now possible.
The Cheapest 4TB DGX Spark Alternative… ASUS GX10
NVIDIA reportedly discontinuing RTX 5090, GB202 GPUs to be reserved for RTX PRO series
No more RTX 5090
Building a 4x R9700 setup for a 10 person startup
Any takers for local llm? NVIDIA’s CUDA Moat Is Accelerating RTX Spark Laptop Sales, Higher 128GB Unified Memory Options Belonging To Surface Laptop Ultra Already Out Of Stock
Customizable 3D Printable Navigator Shells
NVIDIA RTX 5080 24GB reportedly launching in Q1 2027, board partners still waiting for details
Hope the software support is good, but -> Intel Crescent Island Squeezes 1.3 PFLOPs Of FP8 Into Just 350W As D270 Targets The Competition With Value-Oriented LPDDR5X Up To 480 GB
Sipeed announces MaixStation, comparable to Strix Halo and DGX Spark
Got 2x DGX Sparks. Excited and confused!
Introducing Kailh Choc Platypus switches
4x 6000 Pro for the company
Someone is running Qwen 27B at ~20 tok/s on a jailbroken PS5's GPU
DGX Spark ASUS Ascent GX10 Unboxing
4x R9700 builds with $127 used EPYCs: $10.7k all-in per machine. I built three (384GB VRAM)
DGX Spark DELL GB10 Unboxing
Nvidia RTX Spark Analysis - Finally an answer to Apple's M5 Pro & M5 Max?
Smaller than the DJI Mic Mini – with a handheld mic trick: Elgato Wave Go review
What a £300, 35W Snapdragon mini PC can actually do 👀: 35B coder at ~30 tok/s, and an 80B model that doesnt even fit in RAM running at 17 tok/s
Our Gold Standard AI Tesla V100 Build in the Cooler Master Mastercase Mesh Gold
128GB RTX Spark laptop for $3832.
**DeepSeek-V4-Flash-0731 on 4x Radeon AI PRO R9700 with affinity: the "refused" 4-card config works, ~79 tok/s on real cards**
Asus ProArt P16 RTX Spark Laptop Review - The future of multimedia laptops?
Reviewing the NEW ASUS ProArt P16 RTX Spark Laptop
NVIDIA Put a DGX Spark in a Laptop… Almost
Show me your rack
Nvidia has officially confirmed that the 5090 is not discontinued and will continue shipping.
DGX Spark Dell GB10 2 Node Cluster
Modify and load custom VBIOS on Windows and Linux, on Blackwell 2.0 (RTX 50 Series)/Ada(RTX 40 Series)/Ampere (RTX 30 Series) without flasing, for example to lower power limits (and which cards were tested)
PSA: Power limit your 5090s!
Microsoft Surface Laptop Ultra RTX Spark Review - The 2000-nits Mini-LED panel is a problem
I built an RK3588 NPU runtime without any proprietary inference libraries: Qwen3.5-4B at ~10 tok/s, ~2x faster than vendor SDK.
Profiling TorchNeuron (Part 1): System-level profiling on AWS Trainium.
Now that 3090 frenzy warning post makes sense.
Llama.cpp PR: How to beat strata decode performance with a R9700
Q4 flash next for £300/600 👀 - snapdragon mini PC results update - 315/43 Tok/s A3b, 46/20 Tok/s Flash Next (read/gen) 💥
A Business-Level Workstation Build for "Cheaper" AI Tokens. Ft. Silverstone Alta T2 and EPYC 9575F
Anyone checked gpu unlock for rtx 30-40 cards?
Small post about what are the unlocks for RTX consumer GPUs, which ones are affected, in which tasks and which ones are feasible to do an unlock.
This Laptop Beat My DGX Spark... Then I Unplugged It
Been tracking intel b60 b65 b70 prices, they jumped 30% today.
M6 Mac Mini owners (32GB): now you can run Qwen3.8-27B in high quality on the Apple Neural Engine
CMP170HX inspiration unlocks 30x/40x also, up to 2X Prefill speedup --> NVIDIA RTX 30 & RTX 40 GPUs Get Impressively Fast In AI LLMs As Compute Doubles With New Unlock Tool But Prices Surge Too
Show HN: A Truly Modular Keyboard
3090 died, looking for replacement card
Vzmore AX9 Max review: Powerful mini PC with Ryzen 9 aims to impress with quiet cooling
I Ran A 27B Model On A Hand-Sized PC… Didn't Expect This
HP OmniBook Ultra 16 Spark review: Choose your RAM configuration carefully
Price 5080 10 days
GPU unlocks (FP32 accumulation): Why can it be unlocked on Turing (RTX 20), Ampere (RTX 30) and Ada (RTX 40) but no consumer Blackwell (RTX 50) and some misconceptions.
I built an engine that runs Qwen-Flash-Next at nearly 400t/s on cheap(ish) hardware. 3x V100 32GB in an old R740. Originally forked from strata but the engine guts all built for the old Volta generation.
HP OmniBook X 14 Review: This Panther Lake productivity powerhouse lasts 17 hours, but HP wants $1,900
I Ran A 27B Model On A PC That Fits In One Hand… Didn't Expect This
8x R9700 System Upgrade
The reason why 5090's are $10k now...
Dirt cheap GPUs coming next year

Agentic workflow patterns

A couple of days ago, I sat down with Vivek Bharathi and dumped my brains. Here's the interview...
a sneak preview behind an embedded software factory. I suspect rapid application dev is back
porting software has been trivial for a while now. here’s how you do it.
don’t waste your back pressure
teleporting into the future and robbing yourself of retirement projects
everything is a ralph loop
Note #728
The twilight of the chatbots
Claude Dispatch and the Power of Interfaces
Three Years from GPT-3 to Gemini 3
The Shape of AI: Jaggedness, Bottlenecks and Salients
Management as AI superpower
A Guide to Which AI to Use in the Agentic Era
Why AI Infrastructure must evolve for Agent Experience — Akshat Bubna, Modal CTO
[AINews] Lilian Weng summarizes 35 papers on Harness Engineering for RSI
Vercel's Andrew Qu on why agents are a new kind of software
The website of the future may assemble itself for every visitor
Skill engineering and the case against one-shot AI design
How Cursor deploys AI inside the enterprise
Warp CEO Zach Lloyd on why software factories are the next phase of coding
Autoresearch: The feedback loop behind self-improving agents
Forward Deployed Engineers and the future of software engineering
AIEWF Daily Dispatch: Loops, Software Factories & Forward Deployed Engineers
Co-Existence and the End of Co-Intelligence
CogniConsole: Externalizing Inference-Time Control as a Formal Abstraction for Reliable LLM Interactions
Scaling Managed Agents: Decoupling the brain from the hands
How we contain Claude across products
Building a C compiler with a team of parallel Claudes

Agent tools & setup

Note #727
Claude Code and What Comes Next
Configurable AI Coding Assistants: Designing For Developers Who Like to Be in Control
Introducing Zapp
An update on recent Claude Code quality reports
Quantifying infrastructure noise in agentic coding evals
Beyond permission prompts: making Claude Code more secure and autonomous
Introducing advanced tool use on the Claude Developer Platform
Writing effective tools for agents — with agents
Desktop Extensions: One-click MCP server installation for Claude Desktop
Equipping agents for the real world with Agent Skills
Introducing OpenWiki Brains, general-purpose wiki memory for agents
Introducing Contextual Retrieval
How Schneider Electric Built Their LLMOps Foundations At Enterprise Scale With LangSmith
LangChain and NVIDIA launch the NemoClaw Deep Agents Blueprint
Deep Agents Code on NemoClaw: a governed blueprint for your most sensitive code
Harbor x LangChain: A Unified Stack for Evaluating Agents
Introducing OpenWiki, an open source agent for repo documentation
How Pendo used LangSmith to trace Novus from user behavior to code fixes
Running Untrusted Agent Code Without a Sandbox
Prompt Caching with Deep Agents
Raising the bar on SWE-bench Verified with Claude 3.5 Sonnet
Rebooting Enterprise AI with MCP and Kubernetes
Hermes Agent: Agents that grow with you
Technical advances in document understanding
Chris on AI, autonomous swarming, home automation and Rust!
Beyond note-taking with Fireflies
Show HN: Orchestrator – a single-binary workflow orchestration tool
Ask HN: Would filesystem bookmarks be useful in your shell workflow?

Papers & ergonomics

Central Tendency Bias in Human Selection of AI-Generated Design Variations
Knowledge-Based Design Requirements for Generative Social Robots in Higher Education
Advances in footwear and surface for prevention of occupational slips and falls - A scoping review
Analysis of work system components in interprofessional communication to determine shock etiology
The distracting role of stress: Impaired executive attention and delayed fatigue perception
Vision-language models for occupational physical exposure assessment: Classification and temporal segmentation of manual material handling tasks
Digital tools for identifying work tasks in various occupations: A scoping review
Contributions of headset IPD fit, vection and sway to cybersickness during head mounted display based virtual reality
Neurophysiological synchrony as an emergent performance marker of multi-human–robot team effectiveness
A model for predicting pointing time in an eye-gaze input system using three basic phases of cursor movement trajectories
Estimation of dynamic spinal loads during manual lifting using smartphone-based markerless motion capture
Evaluating model-estimated shoulder muscle activity during overhead work with varied task demands and exoskeleton use
Effects of sleep deprivation on cognitive-motor functions and adaptive skill learning among medical residents across 26h night shifts
Population-specific ergonomic design and evaluation of a head-mounted display based on Chinese craniofacial measurements
Import AI 456: RSI and economic growth; radical optionality for AI regulation; and a neural computer
Effects of static postural loading on the performance of short-term/working memory tasks
Gender and body height discriminate spinal movement patterns during lifting and lowering tasks
Switching between touch and voice: factors influencing modality selection in multimodal systems
Impact of anthropomorphism in AI assistants’ verbal feedback on task performance and emotional experience
Evaluating biomechanical risks in manual material handling: an ergonomic intervention approach

Practical tips

Giving your AI a Job Interview
Layout Buffet - Mousing with a keyboard
Layout Buffet - Layers
Layout Buffet - Sticker Mods
Automate Excel with Python: From manual grind to one-click workflow
Brave's latest browser release offers Containers for better and easier workflow
Made a free macOS menu bar app that fixes typing in the wrong keyboard layout
Mouseless – keyboard-driven control of macOS/Linux/Windows
Neverclick: Desktop application for performing mouse actions with your keyboard
Getting started with ChatGPT
Gemini 3 Prompting: Best Practices for General Usage
Hidden Gems: Part 3
Show HN: I was tired of opening 2 tabs for every HN link, so I made a userscript
PSA for DeepSeek-V4-Flash-0731 users — don't blow out your prompt cache with system role messages mid-conversation
You really should not quantize KV Cache for DeepSeek V4 Flash
How to Decide When an AI Tool Is Worth Keeping
My Terminal Workflow for Note-Taking, Data Engineering and Writing (Linux/macOS)
One AI Output Is an Example, Not an Evaluation
Weirdly, no one talks about Temperature setting for the Qwen3.8 27b
GPU Poor - Don't overlook Laguna XS 2.1
Don't sleep on Vision support for coding!
Everyone is t/s maxing.. 3.8.. but after a week of using it for work I'm tempted to switch back to 3.6
My RULE of Thumb of choosing a models
How to squeeze out every last drop of your precious RAM on your Mac - Use iPhone mirroring
Nail the Narrative
How to find magical travel experiences using an AI travel buddy
AI Coding Rate Limits are RIDICULOUS Now - Here's How You Keep Scaling Anyway
Turbocharging Your Python Workflow

Raw data: signal-graph.json

Same data, machine-readable: signal-graph.json

Curated All

Filter by category

AI hardware & peripherals Agentic workflow patterns Agent tools & setup Papers & ergonomics Practical tips

491 entries in the full stream matching the current filters

October 2026
1. Score 1.65AI hardware & peripherals
  r/LocalLLaMA · T22026-10-28original ↗ · G·3097
  Dirt cheap GPUs coming next year

How we built Claude Code auto mode: a safer way to skip permissions

Harness design for long-running application development

Demystifying evals for AI agents

Effective harnesses for long-running agents

Code execution with MCP: Building more efficient agents

How we built our multi-agent research system

Effective context engineering for AI agents

Claude Code: Best practices for agentic coding

Building effective agents

The "think" tool: Enabling Claude to stop and think in complex tool use situations

Tuning the harness, not the model: a Nemotron 3 Ultra playbook

Your coding agent bill doubled. Here’s how to fix it.

Why Model Neutrality Matters More Than Cloud Neutrality

Improving Agents is a Data Mining Problem

Wiki Memory

How to Use RLMs in Deep Agents

How Candidly Built State-Aware Agent Harnesses with LangSmith

Introducing Dynamic Subagents in Deep Agents

Building Durable AI Agents

AIUC-1: Building trust in AI agents

Zero Trust for AI Agents

Humility in the Age of Agentic Coding

Agentic Coding and the Economics of Open Source

Post-Mortem of Anthropic's Claude Code Leak

Inside an AI-Run Company

Beyond chatbots: Agents that tackle your SOPs

While loops with tool calls

Mosaic: Runtime-Efficient Multi-Agent Embodied Planning

When is Routing Meaningful? Diversity and Robustness in Language Model Societies

Secret Scanner Agent: Extracting Secrets and Access Context from Unstructured Documents

Shared Selective Persistent Memory for Agentic LLM Systems

Leveraging Multi-Agent System (MAS) and Fine-Tuned Small Language Models (SLMs) for Automated Telecom Network Troubleshooting

Rlm-Workflow

Show HN: Durable AI agents without the workflow engine

Claude and Codex and Grok: my current workflow and its friction

Show HN: Sigil – FIDO2 key-derived P2P remote desktop (agentic workflow retro)

"Code Is Cheap. Show Me the Talk.": Lessons from Teaching and Managing AI Coding Tool Usage in a Visualization Course

Intervenability as a Design Requirement for Autonomy and Oversight within Human-Centered AI

Spatula: Exploring On-Demand In-Situ Interfaces and Interaction for Attribute Control

Motif: Discovering and Automating Personal Web Workflows

U-Lens: Supporting User Uncertainty Management in Long-Form LLM Responses

Memory-Conditioned Tool Calling for Camera-First Visual Agents

Exploring Agentic Workflows for Generating High Quality Math Visual Aids

Neutralizing Structural Inequality in the Nigerian FinTech Sector

Distributed Agent System: Fault-Tolerant Collaboration Among Embodied Agents

Auditing Belief-Conditioned LLM Agents in Hidden-Information Social Deduction Games

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory

Multi-Agent LLMs Fail to Explore Each Other

How Much Does Correctness Cost? Budgeted Placement of Strong Correctors in a Weak Multi-Agent Swarm

Closed-Loop Control with Rule-Aligned Small Language Models and Multi-Agent Self-Correction

Replicating Belief, Not Bits: Epistemic State Replication for Agentic Systems

Agentic Context Learning with Self-Discovered Specification

Verification of Adaptive Agentic Controllers through Finite Rule Revision

Norm Enforcement for AI Agents: Robustly Shaping Behavior in Multi-Agent Systems

Automated Textbook Auditing with Multi-Agent LLM Systems

Who&When Pro: Can LLMs Really Attribute Failures in AI Agents?

Can Agentic Trading Systems Pay for Their Own Intelligence?

Can LLMs Perform Deep Technical Comprehension of Computer Architecture Papers?

StructAgent: Harness Long-horizon Digital Agents with Unified Causal Structure

When Local Monitors Miss Compositional Harm: Diagnosing Distributed Backdoors in Multi-Agent Systems

5 Trends That Defined AI Engineering at World’s Fair 2026

Compos3D: Interactive Part-Based Composition for Creative Control in Generative 3D Models

A\"ira: Rethinking AI Research Assistants for Interdisciplinary Science

Designing Agent-Ready Websites for AI Web Agents: A Framework for Machine Readability, Actionability, and Decision Reliability

SheetMind: An End-to-End LLM-Powered Multi-Agent Framework for Spreadsheet Automation

Self-Regulated Reading with AI Support: An Eight-Week Study with Students

ParaTutor: Coordinating Parent and Child Math Tutoring through Role Separated LLM Scaffolding

MetaInfer: A Knowledge Only LLM Inference Engine Generator SKILL Toolbox

Graph Feedback Controls Consensus and Clique Formation in Open-Weight Language-Model Populations

RCWT: Measuring Task-Budget Displacement from Coordination Content in LLM Calls

Internet of Agentic Things: Networked AI Agents for Closed-Loop IoT Orchestration

XScientist: A Git-Like Research Protocol for Long-Running Autonomous Scientific Discovery

Agent Identity URI Scheme: Topology-Independent Naming and Capability-Based Discovery for Multi-Agent Systems

Who Grades the Grader? Co-Evolving Evaluation Metrics and Skills for Self-Improving LLM Agents

Networked Intelligence: Active Shared Context Graphs for Human-AI Team Science

Learning Engagement Assistant (LEA): Cross-Course Scalability and Classroom Evaluation of an Agentic AI Tutoring System

Persona Migration and Expectation Recalibration in Generative AI Adoption: A Longitudinal Study at a State Department of Transportation

When Bots Join the Team: Bot Adoption and the Institutional Fabric of Open-Source Software Projects

Learning Latency-Aware Orchestration for Multi-Agent Systems

Too Polite to Disagree: Understanding Sycophancy Propagation in Multi-Agent Systems

Benefits and Limitations of Communication in Multi-Agent Reasoning

MASPRM: Multi-Agent System Process Reward Model

Project Kaleidoscope: Contextual, Human-Aligned Evaluation for Real-World AI Applications

Setup Complete, Now You Are Compromised: Weaponizing Setup Instructions Against AI Coding Agents — cited by 1

Beyond Interestingness: Semantic and Context-Aware Natural Language Query Recommendations for Visual Data Analysis

Proving the ROI of agentic AI in financial services

Latent Communication Between Language Model Agents: Channels, Alignment, and the Limits of Text

Automatic Hard Example Synthesis with Multi-Level Agentic Data Curation

ReasFlow: Assisting Reasoning-Centric Scientific Discovery in Applied Mathematics via a Knowledge-Based Multi-Agent System

Orchestrating Power Grid Studies with Multi-Agent AI and MCP Servers

AI Agents Do Not Fail Alone:The Context Fails First — cited by 1

When Is Delegated Play Truthful? Within-Range Regret and the Trilemma of Aligned Delegation — cited by 1

Towards an Intention Abstraction Layer for Autonomous Industrial Systems

Bad Memory: Evaluating Prompt Injection Risks from Memory in Agentic Systems — cited by 1

StructureClaw: Traceable LLM Agents and an Executable Benchmark for Structural Engineering Workflows

Does Multi-Agent Debate Improve AI Feedback on Research Papers?

Proposed spec to share SKILL and "loop"/"Workflow" by OCI registry

Ask HN: Workflow Automation vs AI Agents?

Let AI take over your API debugging workflow

How Cars24 scales conversations and builds faster with OpenAI

How to manage AI investments in the agentic era

How sales teams use ChatGPT Work

How data science teams use ChatGPT Work

Australian Payments Plus moves faster with ChatGPT and Codex

How agents are transforming work

Codex-maxxing for long-running work

Automating the Rubber Stamp: What If an Agent Ran Your Deployment Gate?

Show HN: I RL-trained an agent that trains models with RL (for ~$1.3k)

The Pulse: What can we learn from Bun’s rapid Rust rewrite with AI?

Context engineering with Dex Horthy

What is “loop engineering?”

Impressions from visiting OpenAI, Anthropic, & Cursor

The Pulse: a trend of trying to cut back on AI spend within eng departments?

Ideas: slow down to speed up when working with AI agents

What building Shippy taught us about building agents

Model Routing Is Simple. Until It Isn’t.

Shipping huggingface_hub every week with AI, open tools, and a human in the loop

MosaicLeaks: Can your research agent keep a secret?

Is it agentic enough? Benchmarking open models on your own tooling

How an Agent Built a 3D Paris Gallery by Chaining Two Hugging Face Spaces

I was giving my coding agent context the wrong way...

How to build proactive agents & self-improving company (Fully explained)

Ralph-loop 2.0? The real autonomous coder is coming...

3 New PCs, One Giant AI Model… This Shouldn’t Work

Breakdowns for Human-Machine Creative Reflexivity

Perceived AGI: Believability as Dimensional Completeness, Not Capability

When Not to Automate: A Formal Protocol for Human Preservation in AI-Optimized Organizations

HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization

Coercion and Deception in AI-to-AI Management: An Agentic Benchmark of Unprompted Escalation — cited by 1

CoWeaver: A Bi-directional, Learnable and Explainable Matching Engine for Mixed Human-Agent Science Collaboration

The Honest Quorum Problem: Epistemic Byzantine Fault Tolerance for Agentic Infrastructure — cited by 1

Crayotter: Traceable Multi-Agent Workflows for Long-Form Video Editing

A hierarchical memory architecture overcomes context limits in long-horizon multi-agent computational modeling

Tmux + Fable = Cut 35% less token

Building Governed Agents: A Framework for Cost, Control, and Compliance

TaskArtisan: Designing Composable Generative Widgets for LLM-Assisted Analysis

Sidekick: Designing Communication for Effective Multitasking with Computer Use Agents — cited by 1

Real-World Evaluation of an AI Agent Drafting Translational Impact Summaries

Can LLM Code Explanations Adapt to Diverse Problem-Solvers' Needs?

Large Language Models in Architecture Studio: A Framework for Learning Outcomes

Automated Hardware Validation Test Plan Generation for Large Scale AI Datacenter Platforms Using a Generative AI Multi-Agents Architecture

Auto Research for Materials: Auditable AI-Scientist Workflows with Held-Out Transfer

Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration

RELIC: Revealed Principles for Learning Interpretable Composable Skills in Multi-Agent Planning

Agentic ERP: Multi-Agent Large Language Model Architecture for Autonomous Enterprise Resource Planning

Autonomous Discovery of Wireless Communications Algorithms

Towards Agentic Agent-based Models: Feasibility, Performance, and Statistical Model Checking

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models

FinSAgent: Corpus-Aligned Multi-Agent RAG Framework for Evidence-Grounded SEC Filing Question Answering

O-VAD: Industrial Video Anomaly Detection through Object-Centric Tracking and Reasoning

OMAC: A Holistic Optimization Framework for LLM-Based Multi-Agent Collaboration

FOCAL: Filtered On-device Continuous Activity Logging for Efficient Personal Desktop Summarization

ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog

How ZigZag made our workflow worse before we fixed it

Ask HN: I stopped fighting AI over-reliance and built a workflow around it

Workflow time travel to prevent agent Vision Drift

The Archaeologist’s Copilot

DSLs Enable Reliable Use of LLMs

Fragments: July 13

Experiences with local models for coding

Fragments: July 6

Building Reliable Agentic AI Systems

Fragments: June 16

Fragments: June 2

Fragments: May 27

The test suite as a regression sensor

The VibeSec Reckoning

Bliki: Vibe Coding

Fragments: May 14

Bliki: Interrogatory LLM

What is Code

Fragments: May 5

Fragments: April 29

Structured-Prompt-Driven Development (SPDD)

Fragments: April 21

Feedback Flywheel

Harness engineering for coding agent users

Encoding Team Standards

Do Automated Evals Work?

“It’s Hard to Eval” Is a Product Smell

The Revenge of the Data Scientist

Why I Stopped Using nbdev

FORGET Loop Engineering. Agentic Engineering is about THIS

Claude Fable 5 BANNED: The First Model Agentic Engineers DON'T NEED

Pi Coding Agent Observability: HTML Specs with Gemini 3.5 Flash and GPT Image 2

Top #1 Opportunity for Senior Engineers: Agentic Engineering

Pi to Pi: Two-Way Agent Orchestration with the Pi Coding Agent

GPT-5.5 VERIFIED Opus 4.7: A Pi Coding Agent That REVIEWS Like YOU

MAXIMIZE Your Claude Code Subscription (Without Getting BANNED)

How Agents Manage Other Agents: Four Subagents Patterns in 2026

How Autoresearch will change Small Language Models adoption

Agents: Inner Loop vs Outer Loop

Can We Close the Loop in 2026?

The Agent Client Protocol Overview

The importance of Agent Harness in 2026

Context Engineering for AI Agents: Part 2

Why (Senior) Engineers Struggle to Build AI Agents

Pydantic AI 2.0: The New Best Way to Build AI Agents is Composing Capabilities

The Best AI Coding Setup Isn't the Most Autonomous One (Here's Why)

Finally, an Open Standard for the Karpathy LLM Wiki is HERE

Google Just Dropped a Masterclass on Agentic Engineering (It's SO Good)

The Creators of Claude Code and OpenClaw don't Prompt Their Agents Anymore?!

Patterns for Building Cybersecurity Evals

Using LLMs to Secure Source Code

How to Work and Compound with AI

Product Evals in Three Simple Steps

Software Factories, Light and Dark

Own the Outer Loop

Earning taste and judgment

Agentic Autonomy Levels

The New Software Lifecycle

Agentic Code Review

Loop Engineering

The Intent Debt

The Orchestration Tax

Understanding is the new bottleneck

On owning a codebase, and why it may be the hardest job in software

Automating Security Triage with HackerOne and Deep Search

How we're using Sourcegraph and a Slack bot to detect vulnerabilities and react quickly

Why coding agents fail in large codebases (and what to do about it)

Building DataBot: Our always-on data assistant

The Coming Loop

SEPs Are Moving to Pull Requests

The Coding Agent Is Dead

Go Deep

Tab, Tab, Dead

Handoff, Please

Stick a Fork in It, It's Done

Software Is Made Between Commits

Introducing Zed's Agent Metrics

On Programming with Agents

AI's 70% Problem

MAIS: Exploring human-AI interaction in fair and transparent recruitment with a multi-agent LLM-based system

Asymmetric Encounters with AI: Professional Designers’ Perceptions and Integration of AI Tools

Crafting AI Explanations for Every Role in Your Enterprise

Vibe Architects: Agentic Vibe Coders

The Core Skill of Design in the AI Era: Critique

Context Architecture

Embracing AI with Claude's C Compiler

Fragments: July 21

How Apollo Rebuilt Its AI Assistant on Deep Agents to Power the Full GTM Loop

Assistant or Actor? Student Trust, Control, and Delegation Regret When Using a General-Purpose AI Agent — cited by 1

AInimation: Animating from Prompt to AI-Generated Responses

EduPanel: A Three-Agent LLM Judge for Teaching Videos -- Reliability, Complementarity, and Human Trust Calibration

HALO: Interactive Co-abductive Reasoning in Scientific Hypothesis Generation

A Decision-Centered Reference Architecture for Trustworthy Agentic Commerce

Engineering Trustworthy Agentic AI for Critical Systems

Solve the CyberGym benchmark

3 Years of Graph Engineering with LangGraph

Multiplayer

Building an AI-orchestrated publishing workflow for a long-form writing project

Agentic Workflow's Cache Keepalive Costs 8x Too Much

Loop Engineering Workflow Based on Anthropic and Google Papers

NTT DATA Group cuts incident analysis to 30 minutes with Codex

How to Actually Run Your Coding Agent Safely (And Avoid the Horror Stories)

A Framework of User Experience Principles for Human-AI Agent Interaction in the Workplace

Not Birds of a Feather: Personality-Based Partner Selection in LLM Agents

Knowledge-Centric Self-Improvement

Show HN: Hanesu – An experimental workflow layer for AI coding agents

Show HN: Echo – Fable-level results at 1/3 the cost using open-weight models

Copilot cloud agent for Linear is now generally available — cited by 1

Exploring the Design Space of LLM-Based Programming Support in CS Education: A Scoping Review through the Lens of Assistance Governance

Thinkink: 2D Spatial Ink-native Interaction with LLMs

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development

FedAgentKE: Federated Semantic Knowledge Evolution for Heterogeneous Agents

ChannelGuard: Safe Models Do Not Compose into Safe Multi-Agent Systems — cited by 1

Human-in-the-Loop Large Language Model Framework for Identification of Cutaneous Immune-Related Adverse Events

Workload-Aware Caching for Multi-Agent Systems

MKEvolve: A Modular Multi-Agent Framework for Kernel Code Generation

UX-Context Design: Using UX Knowledge to Inform AI-Generated Design

How much are you actually using your local models these days? Which ones do you reach for the most?

What does it mean to "own your intelligence"?

Deepseek V4 flash - Hy3 or is Qwen3.6 27B still the most solid for agentic/coding?

Control panels to clarify user intent with Large Language Models

Reliability-Contagion Feasibility in LLM Multi-Agent Networks

When Language Models Meet NeuroGraphs: Exploring Enhanced Agentic LLM Framework Towards Brain Network Analysis

Where FactsGo Missing: A LayerwiseTaxonomy and Per-Layer Attribution of Information Omissionin Air-Gapped LLM Agent Pipelines

TRACE-ROUTER: Task-Consistent and Adaptive Online Routing for Agentic AI

My Ollama box picks the music now: an agentic DJ running on a 9B model

Evaluating Agents Beyond the First Prompt

Reflections and Recommendations on AI Adoption Practice from a Mixed-Ability Research Group

The Help Ladder: Skill-Adaptive Peer Scaffolding for Real-Time Collaborative Programming

From Vibe to Code -- and Back: Lexical Oscillation in the Formation of Design Intent with Generative AI

Beyond Conversations: Spatially-Anchored Previews for Intent Disambiguation in LLM-Assisted Geometry Editing in Virtual Reality

A Taxonomy of Confabulations and the Perception-Reality Gap in LLM-Assisted Immersive Scene Editing

Spectral Dynamics of Semantic Drift in Clinical Multi-Agent Language Model Networks

A Comparative Study of MCP and A2A for Inter-Agent Coordination in LLM-Based Systems

A Vocabulary for Multi-Agent Automated Research Systems

How we built LangChain’s agent-first data stack

The Orchestrator's Tax

Compliance-First AI: Proving Agent Provenance for Regulated Engineering Teams

Codex from 0 to 10M Users: Building ChatGPT Work — Akshay Nathan, OpenAI

Show HN: Formally verified 3D CSG: Trust 93 lines spec, not 1000 lines AI code

How building software is changing at Anthropic — cited by 1

Show HN: Tines 3B – safe workflow automation for when everyone builds software

Scientific computing in the age of agentic AI

Stop Writing for Me: Generative Refusal in AI Tools for Thought

Language as a Material Interface for Creative LLM Interaction

What Gets Lost When Memory Becomes Media? Evaluating AI-Generated Oral History Visualization

Agentic AI-enabled discovery across large-scale sleep physiology

SafeFlow: Semantic Information-Flow Control for Blocking Malicious Propagation in Multi-Agent Systems

ARCHER: Agentic Rule and Compliance Harness for Executable Regulations

CHILL-Harness: Counterfactual Harness Learning for Efficient Reasoning in Long-Horizon Agents

Towards a Systems Foundation for Agentic Cloud Management

Aethel: A Reproducible Graph-Retrieval Framework for Multi-Hop Financial Diligence

Who Cares About the Model?

Formal methods with Hillel Wayne

One Run Is Not an Idea: The Implementation Lottery in Automated Research

Living-Harness Is an Interactive-Agent Evolver

DREvo: Distilling Recalibrated Historical Experience for Harness Self-Evolution

When Should AI Follow? Task Structure and Joint Adaptation by Human and AI Agents

Embodied Agents Take Control: Minimal-Interface Zero-Shot Agents Rival Industrial-Scale Policies in Vision-and-Language Navigation

Ontologies Are So Back: Why AI Agents Are Reviving the Semantic Web

Loop engineer practice #1: Reddit loop grew 0 to 95 Karma in 7 days

The Economic Benefit of Refactoring

Stacked pull requests are now in public preview

Auditing Emergent LLM-Agent Collaboration through Cooperation-Obligation Coupling

Scaling LLM-Driven Multi-Agent Systems: Design Principles and Architectural Scalability Analysis

AgentRadio: Passive Awareness for Long-Horizon Multi-Agent Collaboration

Autonomous Event-Driven Multi-Agent Orchestration for Enterprise AI at Scale

A Systems Engineering Framework for Vision-Language-Enabled UAV Triage and Disaster Response

LabEvolver: Training-Free Experience Evolution for Safe and Grounded Wet-Lab Agents

Univé builds an AI-ready workforce

Show HN: What should the GUI for AI agents look like?

Inkling-Small 🧠, GPT-5.6 price cuts 💸, Gemini Robotics 2 🤖

The Conductor Developer

Evaluating code review agents with ReviewBench

Are you ready for Le Chaton FAT or still wasting money on GPUs?

Claude for ADHD: The Coding Workflow I Built for My Brain

Unanticipated Effects of Generative AI on Expertise Pathways and Performance Perception in System Administration

TransMem: Transforming Hidden States into Memory for Large Language Models

SeekBrain: An Autonomous Multi-Agent System for Accelerating Neuroscience Discovery

Beyond Byzantine: An Organizational Consensus Algorithm for Self-Interested Agents Under Information Asymmetry

Autonomous Repair for Multi-Agent Systems via Monte-Carlo Tree Search

My Super Simple Software Factory (For Agentic Engineers)

How Stripe Built their Knowledge AI Platform: A Company-Wide AI Agent on Deep Agents, Live in 1 Week

Show HN: "Hedgehog" - An Opinionated workflow for building with AI

ReVoicer: Conversational Voice Annotation for Human-Centered, LLM-Assisted Peer Review

Revibing Code from Papers: Reimplementing HCI Artifacts

Width, Memory, and Delay: A Resource Accounting for the Limits of Flat Multi-Agent Systems

MAPLE-Guard: Memory-Aware Link Enforcement Against Memory-Link Poisoning in Multi-Agent Systems

BANDMAS: Causality-Inspired Semantic Packet Scheduling for Bandwidth-Efficient Multi-Agent Collaboration

HIERA: Hierarchical Multi-Agent Relevance Assessment for Content Discovery Systems

Asking Questions the Right Way: A Multi-Agent Conversational System for Prompt Formulation in Complex Task Resolution

Training Small LLMs as Spatial Multi-Agent Policies

Customize the reasoning level for Copilot cloud agent

Trigger Copilot automations with comments

Customer Experience (CX) Agents in Production: Lessons from Lyft, Vodafone, and LATAM Airlines

Show HN: Gigacode – the model writes its own multi-agent workflow, then runs it

How to evaluate voice agents: execution, outcomes, and experience

Unpacking ChatGPT Work: the Agent for a Billion Users

Stateful Governance for Concurrent Agentic Systems

Emergence of Biased Consensus in Multi-Agent LLM Debates

SABRE: A Multi-Agent Approach for Selecting Out-of-Distribution Detectors Under a Budget

Group Perspective Matters: Regulating Debate Relationships Can Mitigate Blind Conformity in Multi-Agent Debate

An Actionable Diagnosis of Multilingual, Multi-Agent Planning Failures

Agent memory layers don't need an LLM deciding what to remember

How we build an autonomous SRE Agent for Kubernetes Deployments

Enacting Constructive Conflicts with AI Agents to Enhance Reconsideration among Novice Interaction Designers

LEGOUI: Designing with UI-DSL Bricks to Balance Transparency and Controllability

IntentLint: Supporting Intent Scaffolding and Prompt-time Linting in Human-AI Collaborative Data Analysis

Preference-Driven Online Adaptation for Personalized Interaction Initiation in Proactive AI Assistants

Strategic Evaluation of Planning Strategies for LLM Agents in Cyber-Physical Systems

Continuous Improvement and Parallel Autonomous Exploration: An LLM-Agent Framework for Searching Large Solution Spaces

HELENA:Hierarchical Sparse Coordination over a Union of Complementary Topologies for MAS

CURATE: Leveraging LLM Agents to Compose, Catalog, and Deploy Reproducible Workflows

MIDAS: Multi-LLM Iterative Data-Adaptive Summarization

Structured LLM Reasoning for Zero-Shot Human--Robot Coordination Under Hidden Goals

Models, Harnesses, and Multi-Agent Systems

Crazy AI workflow for banks/finserv – internal audit

A Two-Tier Perspective on Inference-Time Parallelism in Multi-Agent LLM Systems

Certifying Collective Reasoning in Multi-Agent Systems via Koopman Spectral Analysis

ASGE-RR: Agentic Service Graph Embedding with Revisable Reservations for Dynamic AI-Agent Calls

DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data

Adaptive Arena-based Contestable Argumentative Network-of-Experts for Open-Ended Care Plan Coordination

How HSP GRUPPE builds AI capabilities for tax advisory

Your AI Second Brain Is Slowly Rotting (Here's How to Fix It)

[AINews] Zawinski's Law of MultiAgents

Speculative decoding in a tools call

Evaluating XAI Support From A Hierarchical Reinforcement Learning Policy in Human-Agent Collaboration

Fact-Check Your Information (FYI): A Design Probe to Understand How People Actually Fact-Check Data-Driven Articles

Strategy-first synthesis planning for complex natural products

ADIAS: Automated Design of Interactive Agentic Systems

Reflex: Demonstrate a GUI workflow once, replay it with zero LLM calls

Model ML completes finance work more efficiently with GPT-5.6 Sol

What building an AI-native finance function taught me

The death of AI workflow builders

How Zapier transformed core marketing processes with ChatGPT Work

Virgin Atlantic sharpens customer journeys with ChatGPT Work

From Human-Centered Design to Human-AI Collaboration: Why the Future of HCI Still Starts With People

MasDrift: Benchmarking Authorization Preservation Across Multi-Agent Architectures

Fluid Structure, Rigid Record: A Layered Organizational Design Framework for Agent-Native Organizations

Muscle Memory for Agents: Compile not Merely Retrieve

Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows

MoRSE: Task-Oriented Multi-Agent System with Mixture of Role-Subtask Experts

You Don't Need To Stay in The Loop: An Agentic Robotics Loop for Robot-Policy Improvement

TDD inside the agent loop - theater or actual value?

How many of your agent's calls actually need a frontier model?

Thinking of ACE? We Can Do It with Fewer Tokens

Show HN: Synapse – a monitoring SaaS shipped with my Claude Code workflow

Building monday.com Sidekick: why capable agents need more than just tools

Copilot memory and Ollama in GitHub Copilot for JetBrains

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology

ASCon: A Direction-Aware Reciprocal Agent--Step Contextualization Model for Failure Attribution in Multi-Agent Systems

Reifying Research Logic: AI-Assisted Workflow Construction and Incremental Refinement for Quantitative Syntax

Who Are You Explaining To? A Multi-Agent System for Audience-Aware XAI Narratives

Persistent Recursive Worlds Enable Autonomous Software Evolution

What is an AI agent?

Stop being skeptical about AI for development with Charity Majors

How RingCentral builds AI-native work from engineering to ops

Socioduality: A Relational Process Framework for Human-AI Interaction

When Do Institutions Beat Intelligence?

Rethinking Agent Security as a Networking Problem

Poor Man's Agentic Modeling: Simulating Large LLM-Agent Societies on a Laptop

MaSRead: Content-Addressed Reading of Replicated Latent Stores

Harnessing agent memory to build lifelong AI partners for materials scientists

Conformity Mitigations in Large Language Models Lie on a Single Resistance-Receptivity Frontier

EvoGraph-Mem: Failure-Aware Editable Graph Memory for Long-Term Language Agents

Record, train, and deploy from one place with Strands Agents, LeRobot, and Hugging Face Storage Buckets

What We Learned by Reproducing 2,200 papers from ICML

Humans are Missing from AI Coding Agent Research

Interaction Readiness: A Framework for Building and Evaluating AI Agents in Human Roles

Discovering Efficient and Explainable Communication Topologies for LLM-based Multi-Agent Systems via Causal Inference

Reconcile Once, Write Anytime: A Trust-Tiered Librarian and a Multi-Agent Writer for Drift-Free, Point-in-Time Research

Attune: A Self-Annotation Tool for Understanding Robot Operator Attention Profiles

How to Build the Most Powerful System for AI Coding (Full Breakdown)

React for Agents: Astro Creator Brings Hooks to his Meta-Harness, Flue

Proxy-Validated LLM UX Micro-Simulations: An Artifact-First Protocol for Early-Stage Decision Support

MobileMem: Learning from a Year of Mobile Experiences

From Passive Delegates to Strategic Negotiators: Reinforcing Social Reasoning in Small Language Models with SocialRL

A Graph-Based Reinforcement Learning Framework for Structured Drift Diagnosis and Recovery in Autonomous LLM Agents

The Ultimate Guide to Making Your Entire Development Cycle AI Native

FIXING Opus 5: PROOF that Prompt Engineering IS NOT DEAD

AI Agents and the Future of VIS

RaivenTracks: Branching Provenance for Conversational Visualization Workflows

Who's Keeping Score? Interactive Steering of LLM-Powered Scoring with Attune

BRA-Audit: Budgeted Runtime Auditing for LLM Multi-Agent Systems via Cumulative-Exposure Audit-Point Placement

Emergent Misaligned Communication in Long-Horizon Multi-Agent LLM Commerce

ETHOS: Towards a Modular Ethics Framework for Clinical Multi-Agent Systems

VCE-Skill: Enhancing Skill Self-Evolution with Version-Change Experience

The Hallucination Snowball: Modeling Error Propagation as State Transitions in Multi-Agent LLM Pipelines

From LLM Inference to Agentic Workloads: Characterization and Implications for Serving Systems

A practical workflow for LLM-assisted development

How Much Memory Does Your Agent Actually Need?

Frontier Model Cost and Open-Weights Popularity is Driving Demand for Model Routing

How NVIDIA scales expertise with ChatGPT Work

Why This and Not That? A Collaborative Reflection Approach for Understanding Thought Coverage in Decision Making Support Dialog

Appearing Legitimate is Not Enough: Interrogating Synthetic Agents in Representational Processes through a Participatory Design Lens

Procedural Collapse: A Structural Account of Disengagement in LLM-Assisted Writing

MITRE-SAGE: A Multi-Agent Cybersecurity Question-Answering model

The Little Scientist: LLM Agent-Driven Discovery via the Scientific Method

KernelArc: A Multi-Agent Framework for GPU Kernel Optimization

Am I doing something wrong? Qwen 3.8 27B seems useless for agentic coding

From Chrome DevTools to AI Engineering, with Addy Osmani

Show HN: Grove, a formal workflow protocol for long-running AI coding agents

Citizens Build, Agents Execute, Experts Govern

LEDGER: Claim-to-Evidence Trace Graphs for Auditing LLM Agents

Measuring Proof Burden in Public Bounty Listings: A RentAHuman Case Study

Report on The 1st Workshop on Human-Centered Proactive and Personalized Agents for Interactive Information Access at CHIIR 2026

Contracting for LLM Delegation: Moral Hazard in Technology and Effort Choice

A Locally Deployable Tool-Grounded LLM Multi-agent Framework for Automating Methane Emission Analysis and Reporting

Bayesian Partner Modelling enables Adaptive Replanning for LLM Coordination

Towards Reversible Forgetting: Managing Obsolete Knowledge in Continual Enterprise AI Agents

CentaurBench: Benchmarking LLM Capabilities on Augmenting vs. Automating Real-World Work Tasks

DentAgent: Evidence-Centric Multi-Agent Coordination for Multimodal Dental Reasoning

AME Agent Swarms Rewrite the Workflow

The Pulse: We need to talk about migrations with AI

AQuA's "self-improvement" updates research state, not the agent LM. What should a local port freeze?

The /wayfinder Skill: Navigating the “Fog of War” of Planning

I did it! I'm free! It's been 7 hours since I used claudecode

Delegating or Doing? Understanding User Behavior in Hybrid Human-Agent Interfaces

IRIS: Navigating and Reflecting on Writing Traces Using Intelligent Document Histories

Reward-Guided Autoregressive Graph Generation for Efficient Multi-Agent Communication Topology Design

Hallucination as a Feature, not a Defect: Evaluating a multi-agent architecture to transform speculative language-model outputs into testable scientific hypotheses

When Do LLM Agents Help? Deadline-Aware Mixed-Criticality Task Scheduling at the Autonomous-Vehicle Edge

Show HN: A coding-agent workbench built around Matt Pocock's coding workflow

Recursive Self-Improvement

The new GitHub Copilot experience in Slack

I tried to do agenic coding with Qwen 3.8 27B 3bit quant on a macbook air m2 24gb. It took 63 hours, but amazingly, the flight simulator worked.

Show HN: I let an subagent workflow refactor my codebase for three days

The Evolution of the Agent Harness

Fast and Hard Code

Adapting Fossil-scm as a platform for AI agentic workflow

Has anyone actually made 64k feel like 300k+ with recursive local agents?

1/100 → 44/100: fine-tuning a 450M VLM on 50K browser screenshots

Human judgment doesn't leave the software factory. It relocates.

Practical Loop Engineering

Agentic Code Quality

The Belief Update Gate: Separating Inertia from Learning in Human-AI Interaction

Edge-Based Agentic Retrieval-Augmented Generation for Autonomous FHWA Bridge Inspection Compliance

Towards Traffic Modelling of Multi-Agent Systems: The Role of Coordination Topology

Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Long-Horizon Workflows

Intelligence EXPLOSION: Harness Engineering with Pi Agent, Deepseek, and Gemini

Fragments: August 24

How Toyota North America Put Enterprise AI on the Balance Sheet with Deep Agents and LangSmith

Context Anchoring

Humans and Agents in Software Engineering Loops

Ask HN: Is there any way to use workflow to control Harness?

Exploring Agentic Approaches for Data Issue Detection and Repair in AI-Assisted Visualization

Multi-Agent Discovery and Resource-Aware Autonomous Exploration of Scientific Datasets

Probing How Users Interact with Turn-Level Design Frictions for AI Chatbots

"I want to be pushed, I want to grow": Enabling social workers to design evaluations of LLM augmentation in their work

Opinion-Guided Layered Strategies for Decentralized Coordination

PropUQ-MAS: Propagation-Aware Uncertainty Quantification for LLM Multi-Agent Systems

Right-Sizing LLM-Agent Decomposition in VAT Determination: A Pilot Controlled Sweep

The Interaction Tax: When Communication Erases Diversity in Multi-Agent Teams

Agentic Scaffolding Amplifies Sycophantic Behavior in Large Language Models

Today I merged the first feature branch written entirely by my 4060Ti 16GB!

AI Proficiency: From Users to Builders

How We Build Agent Environments & Tasks

Building Self-Correcting Memory in OpenWiki

Why Ramp built its own in-house coding agent, Inspect

Markets, Not Planners: Decentralized Orchestration of LLM Agents with Private Information

Agentopia on a Consumer GPU: A Reduced-Scale Long-Horizon Port with an 8B Model

LLM Agents Perform Controlled Experiments Using Simulation Models

Autonomous Mathematical Discovery in an Open-World Multi-Agent Environment

MARS: Multi-Specialist LLM Relay System for Competitive Programming

How loveholidays is making everyone a builder with Codex

A minecraft clone I fully vibecoded with Qwen3.8-27b Q4

Watch This If Your Coding Agent is Ignoring Your Rules (You Need Hooks)

Agentic World Analysis (AWA) - an alternative way to explore systems and support decision making

HypoForge: A Self-Improving Multi-Agent Framework for Automated Hypothesis Generation and Testing via Scientific Skill Learning

Praxist: From Experimental Artifacts to Solution Lineages

Poisoning Agentic Alpha: Adversarial Vulnerabilities Across Roles and Architectures in Multi-Agent Trading Systems

Federation Is Nearly Free, Reasoning Is Not: Tradeoffs for AI Co-Scientists in Protein Characterization Workflows

MACGen: Toward Functionally Correct and Secure Code Generation via Multi-Agent Collaboration

Beyond Scaling: Self-Evolving LLM Agents for Hardware Kernel Optimization via an Experience-Driven Workflow and Experience Graph Memory

My software development workflow is AI now & it feels exhausting and soulless

Making Your Data Ready for Agentic AI

Show HN: Build your own theme park

Improving LLM Interpretability with User-Centric Chain-of-Thought Reasoning

Zero-Shot Self-Orchestration with Ledger-Based Control for Improved LLM Coding Performance

Risks and Controls for Multi-Agent Systems: an analytical framework for deployment of AI agents across organisational boundaries

One Model, Many Minds: Unlocking Multi-Agent Synergy in a Single Agent via Mixture of Roles

Agent Mesh: Reliability Primitives for Non-Idempotent Agent Delegation - Identity Adequacy and Evidence Adequacy

SKILL.state: Scalable Long-Horizon Agent Skills

MemToC: Benchmarking Memory-Tool Conflict Resolution in Large Language Models

Building the Foundation for the Agentic AI Era

Best workflow engine is a programming language

Agentic Workflow Design: Six Principles for 2026

AI Can't Replace Real Research in Empathy Mapping

The Custodial Era of UX: Cleaning Up After AI

The Hidden Flaw of EVERY Coding Agent Now Has a Solution

Agency and Agents

How Much Can AI Understand? Toward AI-Assisted Sensemaking of Collaborative Discussion in Groups with Shared History

FocusGen: Expanding Visual Design Exploration with a Simulated Focus Group of Persona Agents

AI as Teammate: Rethinking Task Distribution in Medical Training

Between Algorithm (AI) and Intuition (Human): Preserving Designer Agency in AI-Assisted Sensemaking of Qualitative UX Data

FedEHR-Agents: Federated Agentic Optimization for Automated EHR Modeling

Prove2Me: An Open Collaborative Platform for Scaling Math Formalization

Offline-Verifiable Accountability for Cross-Organization Agent Messaging: A Preserved Evidence-Bundle Approach

Logos: An Agent Harness on a Cross-Process Bus

Space to Talk

Agentic Engineering Operating Level: WHERE to FOCUS your AGENTS?

GLM 5.3 and GLM 5.3 Flash ran locally on RTX PRO 6000 WS and built a penthouse using BlenderMCP

Delegating Before Learning: Where Generative AI Sits in Students' Professional Communication

Structured State Reconciliation for Human-AI Task Handover

AREAs-Lab: An Interactive Environment for AI-driven Requirement Elicitation for AI Systems

ASTRA - Agentic System for Ticket Resolution and Analysis

Forward-Deployed Full-Stack Engineering for Autonomous Cloud MLOps

AgenticRag-R1: Agentic Reinforcement Learning with Stack Memory for Multi-Step Reasoning, Retrieval and Memorizing

Harness-RL: Black-Box Reinforcement Learning with Action-Args Decoupling for Central-Agent Multi-Agent Harnesses

Cognitive Cells: A Compositional Framework for Populations of Small Language Models

How Foundational Models Became Superhuman in Bash

PRs NOT Welcome: How Top AI Open Source Projects Are Managing Thousands of Contributors

How AI-native companies turn workflows into operating capability

Fragments: September 1

Copilot code review can now approve pull requests

Ask HN: What full workflow / process have you tried to automate with AI?

How law firm Gilbert + Tobin governs and scales AI with OpenAI

Are We There Yet? Assessing Computer-Use Agents for Blind Users' Accessible Interaction with Desktop Applications

Classic AI Scaffolding for LLM Social Agents

Long-Horizon State Tracking in LLMs: Executing MD5 through a Deep Sequence of Dependent Tool Calls

EULER: Exploring Underused Links with Evidence-Checked Return for Multi-Agent Mathematical Discovery

Control-Data Flow Separation: Stable Prompt Optimization in Multi-Agent LLMs

Qwen 3.8 Flash Next + HERMES AGENT = AWESOME LOCAL AI AGENTS!

My Agentic Engineering Workflow after 6,775 sessions [video]

Maybe We Shouldn't Be Reviewing All This Code

An Accidental Blackboard

ATV Big Air Tour turned 3 days of work into 3 hours with ChatGPT

AI Software Factories Are the Next Big Thing (And I'm Building You One)

Scaling Agents in Europe & The Middle East: Lessons from Schneider Electric, Vodafone, and monday.com

Beyond Instruction-Driven Editing: Source-Grounded Problem Discovery with User-Governed Repair for Scientific Posters

Knowing Is Not Enough: Information Retrievability as a Precondition to Effective LLM Oversight

OmegaUse-SOP: SOP Engineering for Professional Computer Use from Human Demonstrations

ArcticSwarm: Deferring Early Consensus in Long-Horizon Multi-Agent Research

Harness Engineering in LLM Tool Use via Agent-Native Reusable Tool Primitives

Agents That Model Agents: Five Principles Toward a Theory of Mind for 6G Networks

Epistemic Sybil Resistance: Multiplying AI Agents Without Multiplying Evidence

Bonded Recourse for Smart-Contract Settlement of Compensable Agent Side Effects

From Click-Ops to IaC: A Safer Workflow with AI

Legora reviewed 41 documents in minutes with GPT-6 Astra

GPT-6 Astra: an automated AI Engineer you can hire for <$6 an hour

Exploratory Unstructured Data Analysis: A Formative Study and Implications for Human-AI Collaboration

You Can't Escape Your Own Activations : Evaluation Awareness and Multi-Agent Monitoring

Where Reliability Lives: Experimental Localisation of Behavioural Properties in an Agent System

The Civilization Framework: Sovereign-Anchored Communication Between Personal Multi-Agent Systems

The Illusion of Independent Quorums: Epistemic Fault Domains and Correlated Cognitive Failures in Agentic Quorums

Privacy-Preserving Topology-Guided Safety for LLM-Based Multi-Agent Systems via Federated Graph Learning

Speculative Macro Commit for Faster Tool-Using Agents

Using AI for UX Work: Study Guide

I've found myself using Local LLM's like 3D printers.

Qwen3.8 27b for agentic coding and next .... what?

Qwen3.8-27B "Unhacked" my PC

Ask HN: Any Software Engineers here who enjoy their AI-native dev workflow?

Research acceleration: The view inside OpenAI

Using GPT Astra to teach Qwen Next how to sculpt in 3D in Blender.

Matched Starts, Divergent Objects: How Human-AI Collaboration Forms What It Explains

Beyond Prompt-to-App: Accountable Translation in Teacher-Facing Agentic Authoring

At Equal Inference Cost, Multi-Agent Structure Does Not Beat a Single Frozen Agent

EVOHARNESSBENCH: Can Your Agents Keep Pace with an Evolving Harness?

Reviewer Capability Governs Rejection Targeting, Not Repair Skill: Evidence from LLM Execute-Review-Revise Pipelines

La Agente \'Optima: Towards Agentic Self-Driving Laboratories

From Language Models to World-Acting Systems: Progress and Limits of Agentic AI across Digital, Social, Virtual, and Physical Environments

Are Agent Swarms USEFUL? OpenAI’s GPT-6 Astra SWARM Takeaways

9 easy steps for llama.cpp, a local model, Freecad (and pi coding agent) to generate solid objects that sound mechanically good and can be also be 3D printed/milled

Wiggle is a durable workflow engine – and the control plane to shard it

Steer, Don't Queue

What are some practical tasks I can assign to my local AI models?

Which local model is actually good at knowing when to stop and ask you a question?

OpenAI managed agents 🤖, TPU inference ⚡, Anthropic $517B compute 💰

Fragments: September 8

Organizing Context in a Multi-Agent Harness

What is happening with code reviews?

The Safest Way I've Found to Let AI Coding Agents Run Real Infrastructure

How GPT-5.6 Sol helps run quantum computing experiments

Astra for Coding: Why Are We Doing This Again?

Early Epistemic Settlement in AI-Assisted Writing

Where Does the Human End? Creative Agency with Generative AI across Five Years of Chinese Digital Painting

Agentic Web Accessibility Auditing: Authoring and Evaluating Per-Criterion Worker Agents for WCAG

Scores Alone Do Not Prove Discovery: The Discovery Certification Protocol for Auditing AI Research Agents

Who Are They to Each Other? Multi-Agent Reasoning for Speaker Relationship Inference

Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs

Smart Adaptive Computing Across the Continuum: LLMs in IoT-Edge-Cloud Resource Management

Agentic AI-enabled Semantic Commissioning of a Cognitive Digital Twin for Reconfigurable Manufacturing

UnitBoost: Managing Compound LLM Systems with a Merge Operator, Not a Model

MOONWALK: Mediating Operations with Intent-Evidence-Action Alignment Across Junior-Supervisor Review Workflows in Animation/VFX Pre-Production

Computer-Use Agents and the Future of the Agentic Internet

XAI in the Human-Agent-Environment Loop: How Do Task, Explanation Strategy, and AI Literacy Shape User Engagement?

How a researcher uses Codex and ChatGPT to search for new antimicrobial molecules

How AI Coders Discuss, Disagree, and Reach Consensus: Challenges and Opportunities for LLM-Based Qualitative Coding

AI Soccer Analyst: Stage-Aware and Verifiable Human-AI Collaboration for Soccer Data Analysis

Design Reflections on Transition to LLM-Aided Novel Visualizations

Evaluating Scaffolding-Oriented Multi-Agent Large Language Model System for Clinical Interview Training

ORCH: Organizational Principles Enable Collective Intelligence in Embodied AI

Finishing the Task Is Not Enough: Evaluating Agent Resilience and Considerate Participation under Accumulating Challenge

From Document Silos to Process Intelligence: A Multi-Layer Knowledge Graph for CMC Process Development

When Agents Disagree: Bayesian Backward Reasoning as a Label-Free Anchor for Multi-Agent Collective Decision-Making

Emergent Risks in Generative Multi-Agent Systems

Ask HN: Those running agents 24/7, what's your workflow and what are they doing?

Test Complex Interactions Earlier with AI Prototyping

AI Can Help Write an Article, but It Can’t Stand Behind It

I've measured actions before the plan for 4 popular workflow tools

Perplexity trusts GPT-6 Astra with end-to-end systems

Cognition helps Devin test its own work with GPT‑6 Astra

This is why we need open-source harnesses + local models

GPT-6 Astra Just Made AI Software Factories Real (Here's How to Run One)

The Rise of the Forward Deployed Engineer — and How To Do the Job Right

Anybody use frontier models like Astra/Fable for planning/judging, and qwen3.8 as the main workhorse? Curious to hear about your setups!

How we built LangChain's Paid Media Agent

Creating an Atomic User Model for Personality-Aware Large Language Model Interaction

MAIA: Multi-Agent Intent Articulation for Requirement Discovery in Art Commissions

Plans They Abandon, Reports They Author: The Narrative Layer of Autonomous Agents

The Mechanics of a Swarm: A Reproducible External Reconstruction of an Unintended Agent-Coordination Episode on a Third-Party Wiki

Orchestra: Corroboration-Based Regulatory Candidate Discovery via Composed Bioinformatics MCP Agents

Look Before You Leap: Pre-Action Verification for LLM Agents

NDT Factory: Synthesizing Verified Network Digital Twins from Semantic Models via Multi-Agent LLM

What Drives Recovery in Agentic Text-to-Cypher? LAST-CQ: An LLM Agent Self-Refinement Framework

MedCollab: IBIS-Guided Multi-Agent Collaboration with Hierarchical Disease Relation Chains for Clinical Diagnosis

Tork: A lightweight, distributed workflow engine

Introducing Agentic Batch Changes: the frontier agent for code change at scale

What actually makes you trust a local coding agent enough to leave it running unattended?

How Fyxer built an AI executive assistant people trust

The case for workflow-driven AI software development and vibe coding

PAUSE: A Privacy-Preserving Self-Reflection Tool for AI-Associated Cognitive Offloading

User-Side Contextual Phenomena in Long-Term Human-AI Interaction

From Process Loss to Assembly Bonus: Human-Grounded Diagnosis of Multi-Agent LLM Collaboration

Learning How Much to Collaborate: Difficulty-Aware Topology Selection for Multi-Agent Code Generation

Loop-Back Authority in LLM Agent Teams: A Paired Experiment on Flat and Hierarchical Coordination

The Agentic Company OS: Substrate Inversion for Sustained Enterprise Agent Deployment

Vibe Patenting: Evaluating LLM Judges for Professional Patent-Drafting Agents

A Hybrid Agentic AI Framework for Intelligent Supply Chain Analytics

Scaling Agents in Healthcare & Life Sciences: Lessons from Madrigal Pharmaceuticals, Abridge, and Vizient

I found an old video in my own AI workflow and decided to remake it

Inside OpenAI’s agentic software factory

Can Skills Learned in Games Transfer to Real-World Work?

Ask HN: Shifting Reoccuring Agentic Workflow to ML Process?

From Momentary Emotion Inference to Sustained Emotion Support: Evaluating a Companion Agent in a Longitudinal Study

Context-Aware Emotionally Adaptive Voice Assistants: A Multimodal Framework for Empathetic Human-Agent Interaction

"ChatGPT, what am I missing?": Designing AI Workflows around Professional Task Structure to Shape Analytic AI Use

"Looking for Something Weird to Happen": How Humans Sustain AI Agent Novelty Amid Semantic Collapse

ToMAS: A Pilot Failure-Grounded Theory-of-Mind Benchmark from Multi-Agent LLM Failures

Mo' Models, Mo' Problems: How to best select model pools when designing Multi-Agent Systems

Emergence World: Adversarial Stress-Testing of Long-Horizon Multi-Agent Systems

Decomposition Buys Integrity, Not Yield

Agentic Societies Need a Social Harness

How workers are unlocking new ways of working

I Gave 1000 AI Agents One Computer

You Built Your AI Second Brain. Now What? (Here's How to Evolve It)

A Design Space for Visual Interfaces for Generative Image Models

Where Should Agents Live? Energy-Memory Characterization of Agentic AI for the Edge-Cloud Continuum

Compositional Policy Violations: When Step-Level Compliance Fails In Agentic AI Workflows

Cognitive Extensions for Dual-Process Language Agents: Memory and Self-Reflection in Interactive Environments

AI Skills with Matt Pocock

Claude + Cowork merge 🛠️, ChatGPT sponsored agents 💰, harness tax 🤖

Keeping vLLM's Prefix Cache Warm Between Agent Turns

How Included Health Built Federated Agents for Healthcare Navigation with Deep Agents and LangGraph

How Cooley is accelerating IPO work with ChatGPT

"I Know Where to Look," But Does the LLM? Charting the Gaps Between Clinical Expert Needs and Unstructured Data Abstraction Tools

CARES: A Conversational AI System for Regulation-Grounded Safety Reporting in Construction Education

Reputation as Community Memory for the Agentic Web

Position: It is Time to Virtualize Foundation Models with a Self-evolving Operating System Layer

Replan, Repair, or Edit? A Unified Empirical Evaluation of Travel Agents for Itinerary Revision under Resource Disruptions

FINSKILLOPS: A Self-Evolving Multi-Agent System for SEC Filing QA

SoK: Trading Agents or Market Crashers? Dissecting Robustness and Security Failures in Academic Financial LLM Trading Schemes

LearnActCoder: Role-Aware Error Memory for Adaptive Clinical Coding Agents

My AI Agent Lives OUTSIDE My Computer

The Overhang

The 3 Roles of Context for AI Agents

Show HN: CUA-S1 – A System One Model for Computer Use

Brownfield Agentic Engineering

Agentic Skill Decay

Audit your Agent files

ComfyUI workflow that writes and performs a whole radio drama locally

Seeing how differently people prompt LLMs is funny

You can use any LLM just like JEV

Two's a Crowd: Human and AI-Based Copresence for Developers with ADHD

Proxifield: Decentralized Multi-Agent Communication through Semantic Proximity

Loopjacking: Hijacking Human-in-the-Loop Approval

AI-GRACE: A Use-Case Operationalization Framework for Agentic AI: From Organizational Objectives and Obligations to Deployment Capabilities and Architecture

Self-Compact Pi Agent: ZERO HYPE Agentic Coding Devlog

Uncensor an LLM without touching weights: inject a tiny trained KV-cache bank (~18MB) and unload it anytime

From Certain Doom to Survival: Agent-Driven Self-Governance in LLM Agent Societies

When Does Communication Help? Beyond Spectral Descriptions of Collective Intelligence

A Task-Oriented Multi-Agent Framework for Complex Wearable Health Analysis

A Pinch of SFT, A Dash of RL: When Reinforcement Learning Helps Long-Horizon Advertising Agents

A Channel-Boosted Multi-Agent System with Iterative Consultation for Document Sensitivity Classification

BizSage: A Self-Evolving Multi-Agent Framework for Business Research with Efficient Knowledge Retrieval

The Reliability Layer for Healthcare AI: Common LangSmith Use Cases

How will AI change operating systems? Part 2: Windows

The autonomous codebase

When Does Execution Provenance Help Agent Memory Retrieval?

Governed AI-Agent Coordination for Dementia Care: Architecture, Safety Contracts, and Evidence-Derived Workflow Verification

Calibration Is Not Verification: Falsifiability-Aware Conformal Routing for Mixture-of-Agents

The Fleet Is the Model: Engineering Collective Intelligence with Fusion-MoA Pioneer R1

Qwen-Audio-Agent Technical Report

Design Engineering with Maggie Appleton

Why Don't My Agents Break Containment?

My now immaculate knowledge graph of life

Remote Claude Code: programing like it was the early 2000s

Getting Claude Code to do my emails

Harvey turns legal context into stronger drafts with GPT-6 Astra

ContraVis: Evidence-Grounded Visual Analytics for Contradiction Review in Legal Contracts

SkillApt: Learning When to Activate Agent Skills from Counterfactual Evidence

What Confidence Routing Is Actually Doing: Auditing Routing, Calibration, and Commitment in Multi-Agent Deliberation

Compliant with Local Controls, Collectively Discriminatory. A Governance Architecture for Multi-Agent AI in Regulated Finance

Escaping Python Dependency Hell: A Hybrid Replay-and-Repair Pipeline for Python Dependency Resolution

Claude discovers a novel enzyme system with CRISPR-like repeats

From AGENTS.md to Enterprise Deployment

Qwen-3.8-27B is good enough that I stopped using API

Fragments: September 24

The Pulse: RoR creator sparks new “death of coding by hand” debate

Vibe Coding Production Kit – a production workflow for AI coding agents

How Spatial Biologists Direct and Verify AI-Assisted Analyses

The Interface Is Downstream: Designing the Terms of Human-Agent Collaboration

Multi-Agent Debate for Explainable Trading: Reasoning, Consensus, and Performance in Simulated Markets

AlphaDiverse: Post-Training Local Quantitative Research Agents for Diverse Exploration in Alpha Factor Mining

AI-Moderated Interviews for Market Research and Digital Twins Calibration

Evaluation of Multi-Turn Consistency in LLM Agents: Survival Analysis and Failure-Rationale Taxonomy

How do you use subagents & multiple agent with local models, and how many?

Less Noise

Building Prod with Jev and LangGraph

Agentic autofix now uses Copilot Memory

4-5 days replacing Claude w Qwen 3.8 Next

Blabbermouth AI coding agents hate this one weird trick!

What are you doing between prompts?

Show HN: A Claude Code skill to analyze your chess games

Ask HN: What does your AI workflow look like?

Don't trust frontier models when asking about budget hardware!

The Interviewer's Perspective: Unpacking the Impact of Real-Time AI Interviewing Assistance on Social Dynamics

Orchestrating GenAI for Interdisciplinary Research

Epstein Files Engine: Agentic Search for Investigative Journalism

"If You're Not Doing It, Somebody Else Is": Active Negotiation and the Invisible Labor of Sustained LLM Use

ADF-EA: A Unified Execution Assurance System for Agent Device Foundation

The Crowd in the Machine: A Crisis-Informatics Reading of the 2026 Autonomous Agent Incidents

Towards Mitigating Fabricated Consensus: The Active Provenance Gate for Multi-Agent Debate Synthesis

AgentWorld: Benchmarking Long-Horizon Collaboration of Multi-agent LLMs

Thinking Less to Simulate Better: Intuitive Prompting Improves LLM Agents Simulating Individual Social Media Reactions, Including Unfamiliar Content

Subjects, Not Authors: The Authorship Hazard in Agentic Dataspaces

Multi-agent Scaling Across Disjunctive and Compensatory Tasks

From Evidence to Effect: Authority Semantics and Runtime Infrastructure for Stateful Agents

Your Coding Agent Wastes SO MANY Tokens Just Finding Code - Here's the Fix

I built a native Apple app for 4 platforms in one afternoon with my AI workflow

Speculative reward hacking in coding agents

Getting the Source Right, Not Just the Fact: Source-Aware Verification for MCP Agents

Fragments: September 29

An LLM Workflow That Reproduces, Improves, Extends Published Economics Research

Collective Regimes in Multi-Agent LLMs under Reasoning Effort and Communication Topology

Prompted Identity Degrades Cooperation in Multi-Agent LLM Systems

Show HN: AFAW – A multi-agent coding workflow that doesn't trust the model

The BEST Jev Use Cases for AI Coding (Absolute Game Changers)

The First Thing AI Found Wasn’t an Overcharge

Why and How People Check Generative AI Output for Mistakes

Absorbing State Phase Transitions in Multi-Agent Search

PANDA: A Decentralized Architecture with Flexible Orchestration for Scalable, Fault-Tolerant Multi-Agent Systems

From Solo to Social Learning: Characterizing Recursive Social Improvement in LLMs

Recursive Organization Improvement: A Modeling Specification for Human--Agent Organizations

CollabFlow: Recursive Self-Improvement of Agent Collaboration

Where Do Multi-Agent Systems Fail? Evidence-Grounded Diagnosis of Collective Mechanisms

Consensus and Factual Dynamics in Large Populations of Interacting Language Models

The Dot and the Swarm

Jeff-Qwen3.5-0.8B v1.2 + 9 LoRA adapters: put it in front of Qwen3.8-27B for 38× faster decisions and +8.7 points accuracy, for under 2 GB extra memory

We benchmarked 18 RAG pipelines against an agent loop on Google's FRAMES. The best pipeline hit 78.9%. The agent loop hit 92.7%.

GitHub Copilot can now interact with desktop apps with computer use

Dynamic workflows in Copilot CLI and the Copilot app

The Den frees up 10-15 hours a week to grow with ChatGPT Work

Academia is for Ambition — Alex Zhang, MIT

From Images to Tasks: Characterizing Multimodal LLM Interactions in the Wild

LeanSide: A Formally Verified Co-Reasoning System for Natural-language Proofs

The Delegation Danger Band: Why Mid-Capability Sub-Agents Over-Trust Inherited Stale State

Deny Without Disabling: Authorization-Paired Evaluation and Control for Multi-Agent Systems

Can AI Scientists Coordinate at Runtime?

LLM-Driven Multi-Agent Control for Skill-Based Smart Manufacturing

Managing Context and Communication in Distributed Agentic UAV Swarms

A Verifier Can Leak the Answer: Diagnosability Before Optimization in Closed-Loop Agent Debugging

Before Agents Decide: Epistemic Action in LLM-Based Systems

AutoSynthData: Generating Training Data for Enterprise Agents

the craft has been commoditized, but access has not

software doesn't need to be readable anymore. it needs to be explainable.

Detecting hallucinations in local models without eating VRAM: What we learned testing 1.5B to 120B models

A model guide for the GPT-6 family

Chatham scales its capital markets expertise with OpenAI

The New Big Ball of Mud: Why Agentic AI Systems Turn Fragile

Show HN: Giving Opus 5.5 a simulated paint canvas

Automating the Application of HCI Principles: Skills for On-Demand UI Construction, the Human-AI Space to Think, and the Future of HCI

FinNextAssist: Towards Professional Financial Deep Research Assistant

Silent Dissent: LLM Agents That Yield to the Majority Still Represent Their Original Premise

an application in lisp you grow by talking to it

What is Codemode

Advancing computer use with Ironclad

How Jump Trading is scaling quant research with ChatGPT

Educating future engineers about LLMs: A scalable workshop

SPEAR: Five Principles for Interactive Human-Agent Alignment

Disentangling Models from Personas in Heterogeneous LLM Simulations

Joint Workflow and Prompt Optimization for User Behavior Simulation

Token-Efficient Multi-Agent Collaboration via System One-Guided Computational Division of Labor

Visual Orchestration Tax in Agentic VLM Pipelines: Auditing and Certifying Visual Evidence Reuse

Trust-Gated Capability Control: Breaking the Trust-Vulnerability Paradox in Multi-Agent LLM Systems

When to Remember, When to Abstain: Category-Conditioned Retention for Reliable Agent Memory

Drawing the Line: Where AI Guidance and Human Creativity Meet in Emotion-Driven Comic Storyboarding

Before Bringing It Up: When and How AI Companions Should Use Memor

CANDO: Cooperative Agentic Network for Layout Design Optimization

A Society of Researchers: Designing Institutions for Populations of Autonomous Research Agents

Adaptive Workflow Intelligence: A Cognitive Architecture for Context-Driven Enterprise Automation

When the Governor Becomes the Disturbance: Control-Generated Disturbance and Cost-Aware Backoff in Governed Tool-Using Agents

Show HN: Agent.reviews – Where AI agents read and write reviews on tools

Can any open-weight models handle a decomp/recomp project yet?

Running an LLM-driven town with 800+ persistent agents: concurrency, context caching, and inference costs

Agents that can pay: building Restock with Stripe's Link and Managed Deep Agents

The Pulse: new trend of building “internal vibe-coding apps” at tech companies

How Oracle turns days of work into minutes with ChatGPT and Codex

chatgpt's new intelligent ui was reverse engineered in less than 24 hours, and apparently you can recreate it with local llms

The model that didn't exist, so you made it yourself

How Snyk turned an internal support agent into a customer feature

Guided Reflection for Personal Sleep Insight in Everyday Sleep Tracking

Feeling Wistful: Reflecting on Scholarly Sensibilities with Creative Reading Traces

Intent Graph: Navigating the Analytical Reasoning Space for Exploratory Data Analysis

Personalization Matters: Long-Horizon Conversation Agent with User-Centric Information in Online Shopping Interactions

Mental-Models for Multi-Agent Systems

From Investigation Failures to Reliable SOC Agents: Understanding and Improving LLM-Based Alert Triage

RFChipAgent: Multi-Agentic AI Flow for Analog/RF Chip Design

SWE-Journey: Towards More Realistic Evaluation of Coding Assistants through Long-Horizon, Multi-Turn Interaction

--help on your CLI is all you need for LLM context until you don't.

if your team is too busy doing their 'normal job' to experiment with AI, you're preparing them to be replaced

Agentic Apps: How Big Companies Are Actually Deploying AI Agents

Asana cuts model costs 76x in browser tests with GPT-6.1 Sol

The New Siri’s Biggest Strength Is Not Intelligence

Context Libraries: How AI Power Users Manage Context Engineering

Show HN: Pullboard – An open source agentic workflow

Using Jev in Domain Abuse Review: A Workflow Design

Incremental Retrieval-Augmented Generation for Human-in-the-Loop Decision Support

Generative AI Steering and Human Authoring: Complementary Search-as-Learning Scaffolds in Cross-Session Aggregated Academic Search

Beyond the Monolithic Interface: A Research Agenda for Plural Conversational AI

How Anthropomorphic Attitudes Toward Agents Divide User Behavior, and How Design Should Change

From Observation to Intervention: Identifiability of Latent User Bias in Human-AI Interaction

When AI Advisors Agree: Distinguishing Forecast Risk from Forecast Reliability

Ask Your Advisor: Learning When to Consult Stronger Models in Agentic Systems

Know What You Don't Know: Agentic Data Synthesis by Evolving Generation Space for Closed-Loop Learning

Pi Durable PROACTIVE Agents: Jev Triggers My ON-CALL Pi Agent

BrokenML: can agents fix broken ML jobs?

How Anthropic’s Dynamic Workflows Coordinate Claude Agents

nobody should type code by hand anymore. here's what's left.

Measure a Workflow, Not a System

Are Harnesses Worth the Cost?

How Third Moment Research runs 10,000 agents for 36+ hours

Context Engineering: How Deep Agents Remember

Uber’s AI infra, from the inside

HydraFusion updates and new Max option

Crossing the Threshold: How OpenAI and Anthropic Approach Autonomy and Safety in Financial Agents

The Most Common Questions About Agent Evals, Answered

Task-State Governance: A Virtual Machine for Verifiable and Recoverable GUI Agent Execution

CLASHarness: Benchmarking Multi-Agent Conflict in Computer Use via a Controllable and Verifiable Generation Pipeline

Why Do Agent Teams Fail Across Boundaries? A Failure Taxonomy for Agent-to-Agent Systems with Private States

XferAgent: Cross-Agent Experience Transfer for Self-Improving LLM Agents

Aidlc: Adaptive workflow steering rules for AI coding agents

Beyond the leaderboard. Decision models in a real workflow

Until – A workflow where developers decide what to build and AI does the coding

Sullivan & Cromwell brings legal expertise into agreement review

XARA: A Multimodal Agentic System for eXtended Reality Experiment Generation

SCARCE: Emergent Institutions in Long-Horizon Multi-Agent Coding Systems

A Responsibility-Centered Coordination Mechanism for Decentralized Multi-Agent Systems

MetaShare: Failure-Aware Collective Self-Improvement for Open-Ended Agents

Learning Self-Orchestration in Decentralized Agent Swarms

New paper from Stanford, Together AI, UIUC, and Meta introduces Hybrid Reasoning Agents. These AI models think mostly in a hidden internal way (faster and cheaper), and only use normal text when they need tools or give the final answer.

state of agentic coding #11: the curiosity test, lisp, and labs that can't fail

My AI Dark Factory Dream Is Dead (Here's What Actually Works)

Synthetic Users vs. Human Respondents: Same Conclusion, Less Variation

Benefit Street Partners answers questions faster with Codex

Show HN: Sphinx – a hook that quizzes you on your AI's code before shipping

Hybrid Reasoning Agents

Designing Human-AI Collaborative Science: The 9A Framework

PersonaCUABench: Benchmarking Computer-Use Agents Serving Diverse Personas

The Ethics of Prompt Engineering

Thought Blocks: Non-Autoregressive Latent Communication for Multi-Agent Systems via Trajectory-to-State Compilation

Cooperation Without Adaptation: LLM Agents in a Collective-Risk Dilemma

How Numan built an eval-first AI health coach with LangGraph and LangSmith

Building a proactive workflow with Claude [video]

The runbook is out of date and the code shipped an hour ago

ALTK-Evolve: How learned memory tops the τ²-bench leaderboard on customer service tasks without a frontier model

Franchisee reconciles cash in 94% less time with ChatGPT Work

What’s the ROI of software engineers’ spending on AI?

Prompt Injection Is Just the Start of AI Agent Security (Here's What You Need)

Terminal X matches senior investor judgment 88.6% with GPT-6.1

Who Takes the Lead? Model Ability and Task-Conditioned Collaboration with Humans

Too Long to Watch, Too Short to Leave: Designing for Agent Micro-Waits

Inspectable LLM-Simulated Participants for Qualitative Interview Rehearsal

What should AI forget? A design and taxonomy for negative space governance in AI memory

Local Work, Global Progress: A Convergence Theory of AI Agent Collaboration

Does Multi-Agent Collaboration Pay When Agents Serve Users? Testing Agent Scaling in Dual-Control Settings

Toolflation: Seller Agents Distort Tool Markets Through Spontaneous Generative Engine Optimization

Claims of emergence in AI should be grounded in information decomposition

Proof-Carrying Contracts: Commitments AI Agents Cannot Break

AI for the Fortune 2000: How Tenex Builds an AI-Native SDLC — Alex Lieberman & CJ Hess

Claude Mods: Flipping the Harness Inside Out

Agentic Workflows: The workflow was there

Patch the Planet: global response coordination as agents uncover critical vulnerabilities

My Agentic Coding Workflow: Claude Code, Codex, and Pi

How AT&T is rethinking in-house legal work with OpenAI

Train in Simulation, Deploy on a Real Robot: Microduck with Isaac Lab 3.0

Scriptorium: System Design and Implementation of a Multi-Human, Multi-AI Collaborative Digital Library Search Platform

Parallel AI Agent Collaboration as Graph-Structured Distributed Block Optimization

Design and Tuning of Multi-Agent Systems Using Bayesian Evolutionary Optimization

Credit Where Credit Is Due: Contrastive Attribution Topology Search for Multi-Agent Systems

Claude Duet 🤖, Anthropic API changes 👨‍💻, Recursive’s local model 💻

You are the Team — Anekha Sokhal, Moshi

A software factory is just a durable workflow

My Spec-First Workflow for AI Coding Agents

Uber brings ChatGPT Work to all employees with OpenAI

Industry comparisons in the Copilot impact dashboard

Atlas: Making Sense of Long Horizon Agent Trajectories

Beyond Better Ideas: How Human-AI Collaboration Shapes Scientific Ideas and Human Perceptions

Abstract Priorities, Concrete Rewards: How Stated Preferences Relate to What People Reward in AI Responses

ABRA: Agent-Bound UI for Human-Agent Communication beyond Chat with Reusable Views

Working Through Representation: Malleable Workspaces for Human-Agent Knowledge Work

Consistent but Biased: Chair Personas Trade Noise for Bias in Multi-Agent Clinical Decisions

When Is a Memory Safe Enough to Act On? Action-Conditioned Verification for Long-Lived Agents

Agentic Architecture of Information Systems. The AAM/5C Model: A Reference Model for Distributed Autonomy

Governed Self-Evolution for Autonomous Investing: A Multi-Agent LLM System with an Invariant Core

LLM Multi-Agent Systems Are Vulnerable to Herding and Runaway Cascades

ADAPT for Science: A Multi-Agent System for Self-Evolving Scientific Optimization

You are the Team — Anekha Sokhal, Moshi

Claude Mods: Flipping the Harness Inside Out

AI for the Fortune 2000: How Tenex Builds an AI-Native SDLC — Alex Lieberman & CJ Hess

Crossing the Threshold: How OpenAI and Anthropic Approach Autonomy and Safety in Financial Agents

How Anthropic’s Dynamic Workflows Coordinate Claude Agents (Updated with video!)

Run Your AI Software Factory Like a Real Engineering Org (Here's How)

LitPivot: Developing research ideas through dynamic contextualization within the literature landscape

Context Engineering Starts with Retrieval

Show HN: We had AI write a wiki from 45k Enron emails, every fact cited

AI in UX: Work Is Faster, But Practitioners Have Mixed Feelings

Workmux: Tmux workflow for parallel coding agents

Show HN: Radian, an agent puts development workflow on autopilot

The five components of building a "company harness"

CRM-Agent-Bench: Benchmarking Tool-Using Agents in Stateful Enterprise Environments

Not Every Agent Needs the Strongest Model: Unified Prompt-Model Optimization for Heterogeneous LLM-based Multi-Agent Systems

Toward an Agentic AI Approach to Public Health Data Collection

Markets of Minds: A 51-Billion-State Economy of Intelligence

Knowing Whom to Trust is not Enough: The Trust--Agreement Gap in Repeated Multi-Party LLM Negotiation

The Helpful Agent Problem: When Emergent Cooperation Among LLM Agents Bypasses Intended Workflows

ELITE Agentic Engineers Are LEAVING THE LOOP... Here’s why

Supabase’s Plan for a Billion AI-Built Apps

ChatGPT’s expanding world of work

Show HN: ADRs for AI – Deliberation records for human–AI work, versioned in Git

The As-If Machine: Personalized counterfactuals make distant policy risks feel close

FlashScript: Compiling Recurring Agent Workflows into Reusable Neuro-Symbolic Programs

AutoSwarm: Automating Agent Swarms

VibeGame: Prompt-to-Game Development with AI-Native Engine and Self-Evolving Adversarial Agent Team

Coral Discovery: The Division of Cognitive Labor in Autonomous Research

EvolveMAS: A Unified Self-Evolution Framework for Decentralized Multi-Agent Systems

DynaFlow: Learning Free-Form Multi-Agent Orchestration

AgentProofBench: Benchmarking Reusable Verifiers for Web Agents

Can we trust LLMs to judge whether a research idea is novel?

How We Built Our Design Agent

OpenAI expands partnership with Oracle to bring its apps to ChatGPT

AI SRE: what is it, how could it change on-call – and does it work?

How Anthropic ships Claude with Claude: Separating the Brain from the Hands

How Anthropic ships the #1 LLM in the World safely: Separating the Brain from the Hands

How Grupo Boticário uses AI to strengthen human connections

How Localiza reorganized work around generative AI

OpenAI's major results over the last 3 months came from scaling test-time compute with agent swarms. I've been building an open-source equivalent for the past year, and I'd love for you guys to try it.

SCOPE: Source Credibility and Outlet Profiling Engine

Who Convinced Whom? Tracing How LLMs Change Their Minds in Multi-Agent Systems

PASS Is a Claim, Not an Observation: Mechanical Re-verification of 10 Self-Asserted Fix Claims in a Live Multi-Agent Audit Layer

AgentBaton: Efficient Model Collaboration in Agentic Tasks

EMMA: Structured Episodic Memory for Multi-Agent Workflow Synthesis

Replication or Corroboration? An Axiomatic Framework for Evidential Dependence in Multi-Agent Debate

The Inbox as a Coordination Primitive for LLM Agent Societies

Bytechef open source platform for AI agent orchestration and workflow automation

Show HN: DonnyClaude – a verified workflow engine for Claude Code

Workflow State Engine – Ferricstore

Show HN: Wayflow – an embeddable AI workflow builder (open source)

Chainything: Workflow automation tool with no-code UI and AI assistant

AI Specialists Ready to Transform Your Workflow

Open-source AI agent workflow for auditing Solidity smart contracts

Show HN: What if your menu bar was a keyboard-controlled command center?

Your coding agents are a black box. Here's how to crack them open.

Agents need their own computer. Here's how to give them one safely.

New in LangSmith Fleet: Bring agents into Slack in one click

AgentSociety 2: An Integrated Research Environment for Executable Social Science

Ontology-Amplified Distillation and Contextuality Auditing for Sovereign Enterprise Language Models: A Combined Proof-of-Mechanism and Negative-Results Method Study

SoftBoard: A Multi-Agent Tool for the Creation and Evaluation of Low-Fidelity Prototypes

DevicesWorld: Benchmarking Cross-Device Agents in Heterogeneous Environments

OpenWiki 0.2 is adopting the OKF support

Unigent SDK – universal cross-harness, cross-session agent workflow scripting

Show HN: Skillful, stop maintaining the same AI workflow in five places

Show HN: AI Workflow Builder App Template for React

Show HN: How you auto recover your Claude Code workflow when quota resumes

ChatGPT is now a partner for your most ambitious work

Samsung Electronics brings ChatGPT and Codex to employees

New usage analytics and updated spend controls for enterprises

Show HN: Leaves – A text-UI disk usage treemap visualizer

Show HN: Nobie – an Excel-compatible runtime for agents and humans

Show HN: Clawk – Give coding agents a disposable Linux VM, not your laptop

Show HN: Jacquard, a programming language for AI-written, human-reviewed code

Show HN: Juggler – an open-source GUI coding agent, by the creator of JUCE

The Pulse: Grok’s CLI caught uploading all your local files to the cloud

Building OpenCode with Dax Raad

Beta: Clawk

Beta: dcg

Beta: Mellea

Thinking Machines Inkling 🧠, GPT-Red 🔒, Perplexity sandboxes 🛡️

Claude Code browser 🌍, Cursor general agent 🤖, Claude Fable extension ⏳

Devin Fusion 💻, DeepSeek DSpark ⚡, economy of tokens 💰

Seedance 2.5 🎥, guide to Fable ✨, OpenAI preps GPT-5.6 🚀

Profiling in PyTorch (Part 3): Attention is all you profile

From Hugging Face to Amazon SageMaker Studio in one click

Run AI workloads on any cloud, store on Hugging Face: zero-egress storage with SkyPilot

🤗 Kernels: Major Updates

Run a vLLM Server on HF Jobs in One Command

Experimenting with the proposed Cross-Origin Storage API in Transformers.js

We got local models to triage the OpenClaw repo for FREE!*

From the Hugging Face Hub to robot hardware with Strands Agents and LeRobot

Agentic Resource Discovery: Let agents search

Migrating Your GitHub CI to Hugging Face Jobs

The Open Source Community is backing OpenEnv for Agentic RL

Designing the hf CLI as an agent-optimized way to work with the Hub

wtf is Loop Engineer & how to setup for real

New AI coding paradiagm - OpenAI Symphony

Anthropic killed Tool calling

WebMCP - Why is awesome & How to use it

How to install and use Claude Code Agent Teams (Reverse-engineered)

Your OS Changes Everything for Local AI

This Is What Happens When You CRUSH An AI Video Model

Visualization Autocomplete: Visualization Authoring via Stepwise Design Recommendations

SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents

A Generative Partially Specified Finite State Machine Approach to Complex Behaviour Planning

IssueBench - How We Evaluate Engine

Octo-planner: On-device Language Model for Planner-Action Agents

ETAS: An Effect-Typed Language for Agent Systems

Self-State Attacks on Self-Hosted AI Agents: How Far Can OS Defenses Go?

PhyAgentOS: A Self-Evolving Operating System for Embodied Agents with Decoupled Cognitive Planning and Physical Execution

Grabette: an open system to record robot-manipulation data

The PERFECT Local AI Setup

Hermes Agent the BEST Local Ai Agent

Can YOU Run Deepseek V4 Locally?

Viability of local models for coding

Evals Skills for Coding Agents

Engineers... STOP Picking GPT-5.6 Sol OR Claude Fable 5… FUSE THEM

SEE CMUX SOLVE Multi-Agent Orchestration (Claude Code and Pi Agent)

PLANS For Fable 5: Rebuilding My /Plan Skill for Mythos Class Models

Engineers, DELETE the BASH Tool: Agentic Security For Pi Agent and Claude Code

My M5 Max, Gemma 4, MLX LOCAL Stack. (This KILLS MODEL PROVIDERS)

Building Managed Agents That Use GitHub Without Exposing Your Token

Control an Android Phone with Gemini 3.5 Flash Computer Use

Getting started with the Gemini Interactions API

How Gemini Managed Agents Works under the Hood

Gemini Managed Agents: Developer Guide

How to use Deep Research with the Gemini API

How to correctly use MCP servers with your AI Agents

8 Tips for Writing Agent Skills

Combine Built-in Tools and Function Calling in the Gemini Interactions API

Practical Guide to Evaluating and Testing Agent Skills

Writing a Good AGENTS.md

Multimodal Function Calling with Gemini 3 and Interactions API

Getting Started with Gemini Deep Research API

Gemini Interactions API Quick Start

MCP is Not the Problem, It's your Server: Best Practices for Building MCP Servers

Building Agents with the Gemini Interactions API

Introducing MCP CLI: A way to call MCP Servers Efficiently

Practical Guide on how to build an Agent from scratch with Gemini 3

Gemini API File Search: A Web Developer Tutorial

Build your first AI Agent with Gemini, n8n and Google Cloud Run

This Completely Changes the Way We Build Production AI Agents (Vercel Eve)

I Turned Claude Code Into a Complete Video Generation System (with Archon)

My AI Memory Now Follows Me Across Every Tool!

Agentic Batch Changes is now in public beta

Why your migration tools are failing your engineers

Sourcegraph MCP server and a cheaper model beat a Mythos-class model alone

Lessons on UX, security, and scale when building an enterprise-grade Slack agent

Code Search, Deep Search, or MCP: When to Use Each

MCP stories from the field

A new era for Sourcegraph: The intelligence layer for AI coding agents and developers

How our support engineers use Deep Search to investigate customer issues faster

Why code search at scale is essential when you grow beyond one repository

Fixing the React2Shell vulnerability in large and complex enterprise codebases (part 2)

Omnigent: The New Meta-Harness for EVERY Coding Agent - Claude Code, Codex, Pi, More

Google's Agents CLI: The CLI + Skills Combination to Ship AI Agents EASILY

Better Models: Worse Tools

Pushing Local Models With Focus And Polish

Beta SDKs for the 2026-07-28 MCP Spec Release Candidate Are Here

Enterprise-Managed Authorization: Zero-touch OAuth for MCP

The 2026-07-28 MCP Specification Release Candidate

Tool Annotations as Risk Vocabulary: What Hints Can and Can't Do

Understanding MCP Extensions

The 2026 MCP Roadmap

MCP Apps - Bringing UI Capabilities To MCP Clients

Exploring the Future of MCP Transports

MCP joins the Agentic AI Foundation

One Year of MCP: November 2025 Spec Release

MCP Apps: Extending servers with interactive user interfaces

Adopting the MCP Bundle format (.mcpb) for portable local servers

Server Instructions: Giving LLMs a user manual for your server

Meet Puck

Amp Is Now In Slack — cited by 1

Subscriptions, At Last

The End of Public Threads

Plugins, Everywhere

Drop the Neo

Proof of Human

GPT Image 2 Paints Better

GPT-5.4, The New Oracle

GPT‐5.3‐Codex

Liberating Code Review

Slashing Custom Commands

Painter

Hidden Gems: Part 4

What GitHub Copilot's Usage-Based Billing Means for Zed Users

Terminal Threads Are Live in Zed

Why and How to Run Local Models in Zed

Use Your ChatGPT Subscription in Zed

What Anthropic's New Claude Billing Means for Zed Users

Introducing Zed for Business

We're Not Building AI Features for the Money

Introducing Parallel Agents in Zed

How We Developed Zeta2

We Rebuilt Zeta from the Training Data Up

Choose Your Edit Prediction Provider

The ACP Registry is Live

Run Your Project in a Dev Container, in Zed

Hidden Gems: Part 2

Introducing Agent Extensions

GitHub Code Quality is now generally available

Repository-level GitHub Copilot usage metrics generally available — cited by 1

Copilot code review: Customization and configurability improvements

GitHub Mobile: Fix pull request comments with Copilot cloud agent

Trace voice agents in LangSmith

Gemini 3.6 Flash is now available in GitHub Copilot

pi 0.81.0 adds support for llama.cpp

Show HN: SciStudio: organize chaos data analysis pipelines with workflow runtime

Right on Schedule

Copilot users can now see AI credits used per billing cycle

I ran Laguna-S-2.1 through my private agentic eval vs Qwen3.5-122B on an RTX Pro 6000 (96GB). Fastest 100B+ I've tested and the best tool calling, but it invents facts under pressure.

AI Tool Discovery at Scale: All You Need is DNS

Show HN: CodeAlmanac – Karpathy-style codebase wiki from your conversations

Unsloth Quantization of Laguna S 2.1 Is Out

Gigatoken: A new open source tokenizer ~100x faster than Tiktoken, -500-1000x faster than Huggingface

Introducing OpenAI Presence

Llama.cpp just added support for Laguna XS.2 & M.1

Towards Automating Eval Engineering

Show HN: Ipek – a visual IDE for workflow automations

Show HN: Bento - An entire PowerPoint in one HTML file (edit+view+data+collab)

New Copilot usage metrics impact dashboard

MindControl - llama.cpp fork to guide the reasoning process via injection during sampling

Tool: Databasement

Beta: CodeAlmanac

Beta: termcn

Show HN: Cactus Hybrid: We taught Gemma 4 to know when it's wrong

How We Benchmark Deep Agents

Code Finder: fast, efficient code search for coding agents

Event Driven Orbs

PSA on Laguna S-2.1 - Use the updated chat template and GGUF

July 2026: LangChain Newsletter

Show HN: OneCLI – OSS credential gateway that keeps secrets out of AI agents

Show HN: Palmier Pro – Open-source macOS video editor built for AI

Show HN: Remux – an open-source tmux workspace designed for iPhone

Show HN: DeepSQL – A self-hostable DBA agent for Postgres and MySQL

GitHub Mobile: Fix failing Actions checks with Copilot cloud agent — cited by 1

Agent automation controls in GitHub Issues in public preview — cited by 1

GitHub MCP Server supports the next MCP specification

How Codex became a collaborator for OpenAI’s creative team

I compared local models and different quants / config on a subset of swe-verified bench

[audio.cpp] Release 0.4: Higgs Audio v3 TTS 4B (10x real time)+ Fish Audio S2 Pro in C++/GGML, full GGUF loading, Q8 speed and VRAM gains

HARP: The Human--AI Research Platform

AppWorld-UL: Benchmarking Diverse Agent-User Interactions for Tool-Use

UPDATE - HuggingHack Is Now On Github

Using the Bonsai 27b 1b quant locally - regularly.

Demios – AI-native workspace for data capture, workflow automation and reporting

CachyLLama’s: llama.cpp fork with persistent KV cache that makes long local-agent sessions much less painful

DKV: Open-source KV-cache compression framework for local LLM inference (CLI + technical report)

Python Toolkit: a GUI to manage python, venv, packages, reqs, AI interfaces and more...

CachyLLama: llama.cpp fork with persistent SSD-backed KV caching for local agent workflows

Show HN: Claude-thermos keeps your Claude session warm for you

Llama.cpp now has full MCP support!

POCKET-35B agentic model on cpu 59 t/s

Minimax M3 support with MSA has been merged into llama.cpp

Harness showdown: Claude Code vs OpenCode vs Pi with DeepSeek V4 Flash

Enterprise managed settings in the GitHub Copilot app and Copilot cloud agent

Nifer is insane. 700t/s with Qwen 3.6 35B (no thinking). Purpose build for RTX5090. Full 250k context too.

Decentralized Granular Access Control for Agentic AI Systems in Critical Infrastructure

CRAFT: Learn the Schema, Execute the Plan

Real2Sim2Real for Vision-Language-Action Manipulation: An AMD ROCm-Based Pipeline

GitHub Copilot for JetBrains adds improved OpenTelemetry configuration and model management

Show HN: Yap – OSS on-device voice dictation for macOS with no model to download

Show HN: Whetuu – a zero-config cross-shell prompt written in Zig

Show HN: I left VSCode to build an IDE to handle many projects/agents workflow

GitHub Actions holds potentially malicious workflows for approval

spec: add DSpark speculative decoding by wjinxu · Pull Request #25173 · ggml-org/llama.cpp

Gemini Distillation Service

DeepSeek V4 Flash, up to 32 tok/s on AMD Ryzen AI MAX+ 395

The 2026-07-28 Specification

Grok 4.5 is now available in GitHub Copilot

I got Kimi-k3 running.....

The Anthropic Economic Index connector

Your OS Changes Everything for Local AI

I tried running a 1.56TB MoE model on a 6GB RTX 4050 Laptop, Here’s the result

Appliedin: The agentic workflow for applying jobs, so we can spend time prepping

I built a GBNF grammar compiler that makes 8B models reliably call tools - here's how it works (deep dive)

AI slowdown pact ⏸️, Personal superintelligence access 🌍, Grok Build Mode 🛠️

The idea: on a CPU the decode speed depends on the active params per token, not the total. My objective is trying to run a 10B at 100tok/s on a mid level PC (No GPU).

A slide deck you can edit with a local model or in Chrome — the whole deck is a JSON block in one HTML file (~640KB with editor and viewer included)

From keyword to published post in one focused workflow

Show HN: Open-source engine running Gemma 4 26B in 2 GB RAM on any M-series Mac

Show HN: Bullshit Detector – agent skills that fact-check videos and articles

Deep Agents v0.7

Everyone posts day-one impressions. What's still in your stack a month later?

Kimi K3 for local use (1.56TB → 594GB) compressed and released by Unsloth

PSA: llama.cpp now loads MTP tensors by default for any draft-mtp arch, even with MTP disabled

Ilintar's Official Guide To Model Selection

Show HN: Qwen Scribe – local transcription and dictation for Apple Silicon

Copilot code review: Agent skills and MCP now generally available

Tool: superfile

Beta: OpenWiki

Beta: jcode

The Ultimate Knowledge Base: Bring YouTube Into Your AI Second Brain

Bought a 5090 to escape API fees. Ended up building a mini datacenter. Sound familiar?

Anyone tested the IQ1_M 342GB Pruned Kimi K3? Is it usable?

Benchmarked: MindControl for Llama.cpp

Turbo-fieldfare: Open-source engine running Gemma 4 26B in 2 GB RAM on Apple Silicon

GitHub Copilot in Visual Studio — July update

LangSmith LLM Gateway: runtime controls for production agents

Reference same-repository actions with self-repository syntax

Limit remote control to managed devices

GitHub Copilot in Visual Studio Code, July 2026 releases

Show HN: Optimize and serve models with Fable quality at half the cost

How avatarin built a 24/7 retail agent with GPT-Realtime

VizPilot: Automated Onboarding for SVG-based Composite Visualizations using Multimodal LLMs

Argonaut: Interactive Visual Exploration for Distributed Optimization

VISA: A Structured Description Protocol for Agent-Based Simulation Models Towards Machine Reproducibility

The Complete Local AI System with A Single NPM Install!

Enterprise teams model policy targeting in public preview

Show HN: Claude-account – switch Claude Code accounts without logging in again

How to evaluate Sourcegraph on your own codebase

[audio.cpp] Release 0.5: DramaBox expressive TTS, Confucius4 cross-lingual voice transfer, plus 7 more models and ROCm/HIP

Weight-Aware Streaming Tensor Engine: run Kimi K3 using 29 GB of RAM at 0.50 tok/s

DeepSeek V4 Flash 0731 IQ2_M benchmark for Dual 3060 and 96GB RAM ≈ 3.5 tok/s.

Fix for Deep Seek v4 Flash 0731 tool calling has been added to llama cpp

DeepSeek-V4-Flash-0731 UD-IQ3_S 12.5 tok/s on RTX 3090 +128GB DDR5

Koboldcpp v1.118 released

Ran DS V4-Flash-0731 Locally on 3xMI50 32GB @ ~15 t/s TG

I pushed Kimi K3 onto one CPU with 8 GB of RAM

DeepSeek-V4-Flash 284B on 5.3GB of memory

Setting up of a 16xGB10 (DGX Spark) cluster

llama.cpp just added MTP / DSpark support for DeepSeek V4 Flash

Deepseek-V4-Flash-0731 Dwarfstar on Mac

Show HN: Sprocket – The Best AI Agent for Hardware and Software Development

Show HN: NixOS-DGX-Spark – Nix and NixOS on the DGX Spark

CyberNeuro: A Privacy-Preserving Agentic Workbench for Cohort-Scale Neuroimage and Clinical Data Analysis

The AnyLog Edge Data Fabric

Show HN: Mu – Tools for Agents

I CANNOT believe I've got DeepSeek-V4-Flash-0731, a frontier model, running on my home PC. Insane!

DeepSeek V4-Flash (284B MoE) at 33 tok/s single / 68 tok/s aggregate on 2× RTX 3090 + a used quad-Xeon DDR4 server — full config

Show HN: Run an 80B Qwen in 4.3 GB of RAM on a Mac, and a 35B on an iPhone

can someone create a website where people share specific hardware specs with specific llama cpp flags so we see what works?

Attach Anything

Time to finally migrate from LM Studio -> llama.cpp, your experience?

Sharing a persistent browser QA workflow for OpenCode

Code coverage automatic enablement in Code Quality settings

Deploy local agents everywhere with LFM2.5-2.6B

Show HN: Fine-tune an 8B model on a 4 GB laptop GPU

[Deepseek-V4-Flash-0731] Full 1M context on a single RTX5090 + DDR5 Desktop Setup with VLLM CPU/Ram Offloading, ~800 tps pp & 15+ tps decode [Agentic Coding]

Gemma 4 on 500MB

Has anyone tried Mach-1 Additive? 95% of performance of Qwen 3.6 35B while being 10x smaller

A llama.cpp PR caches “hot” MoE experts on the GPU — 33 → 56 tok/s reported with 8GB VRAM

A 2.6B model with tool calling and 128K context now runs at 30 tok/s on a phone

[AINews] Megakernels are so dead and so back

MemArena: An Ego-Centric Benchmark for On-Device Agentic Personal Memory Assistants at Scale

Qwen3-TTS voice cloning is now in mainline llama.cpp — the old demo finally became real support

Google LLM router ➡️, Cloudflare Wallets 💳, Anthropic and Volta 🤝

Sandboxing

Could we have a --disk-moe or --n-disk-moe like --cpu-moe or --n-cpu-moe so we can use disk/cpu/gpu ?

Tool: Mu

Beta: @cloudflare/computer

Beta: key-amnesia

The Creator of Claude Code Said to Do What Now?!

Prime Agent - a new coding harness surpassing Codex/CC/PI

EDATracer: An Agentic Framework for Large-Scale EDA Artifact Analysis

Portals into Orbs

i just spent weeks rewriting my webUI from scratch, getting rid of all AI slop within the codebase and switching it over to a proper lightweight framework (alpine.js). i am now comfortable suggesting it as an alternative to openwebUI, librechat and the like! it is made for local models

Auto-fit vs tuned MoE offload: 564 → 1330 pp tok/s, unchanged decode (Qwen3.6-35B-A3B Q6 / RTX 3090)

Best llama cpp flags to run Deepseek-flash 0731

I compared even more parsers on 14 PDF-parsing capabilities using different types

nvidia/NVIDIA-Nemotron-Parse-2.0 · Hugging Face

I ported vLLM's serving stack to C++20: 66 MiB binary, no Python at inference, output checked token-for-token against vLLM

Deep Agents vs LangChain vs LangGraph

Kimi K3 is now available in GitHub Copilot

Show HN: The Channels SDK – Bring Any Agent to Any Channel (Slack, MS Teams)

🟩 NVIDIA's whole speech stack just went local. ASR + TTS + codec, quantized to GGUF, running on-device via NeMo-Speech.cpp

A llama.cpp PR makes Q2_0 3.0–3.6x faster on x86 CPUs, 8B decode goes 2.39 → 8.20 tok/s

Size the Orbs of Production!

Show HN: A workflow for building community skill catalogs

GitHub Code Quality no longer adds Copilot as a reviewer

Managed Deep Agents is now in Public Beta

llama.cpp PR reports up to 169% faster quantized-KV decode at 118K context on Intel Battlemage from one SYCL kernel switch

Copilot usage metrics API adds agent app activity

MCP allowlists in enterprise managed settings

Copilot code review effort levels are generally available

Qwen 3.6 27B flags/settings in llama.cpp

GitHub Copilot weekly releases — August 3

Serving Deepseek v4 Flash 0731 on 2x DGX Spark — 5-7 GB OS headroom, what would you do to lower VRAM usage and increase OS available RAM?

I got tired of my 300GB model loads taking 5min on RPC. PR 26291 speeds it 300% to 1min30sec (4060ti+ddr4) + (4060ti+ddr5)

Qwen 35B-A3B MoE vs 27B dense in local coding tests: ~4× faster, much smaller quality gap than I expected

Qwen3.6 27B + 35B on vLLM, single R9700 (gfx1201)

Claude Code in 9 lines python

Building a zero-dependency C inference engine for BitNet (1.58-bit) - lessons from hitting 36 tok/s on a Xeon CPU

Show HN: A terminal glued to the macOS dock

Kimi K3 (Unsloth) IQ2-XXS from 711GB down to 478GB!!! Only Multi-language was removed to trim the size

Extremely slow DSpark draft model performance (1-2 t/s) with DeepSeek-V4-Flash on llama-server compared to MTP?

ds4 flash 0731 UD-IQ2_M wrote a custom metal kernal for kimi k2 IQ1_0 in about 50 minutes

Best Embedding + Reranking Model

AMD llama.cpp: reducing MTP buffer overhead gave me 64K → 149K context for Qwen 27B

DeepSeek v4 Flash 0731 locally on CPU

Two flags took the official Ling-3.0-flash INT4 from 20.8 to 38.7 tok/s on one DGX Spark

[NEW MODEL] SupraElegans-500K

A Dial for You

Introducing Muse Glimmer: an open-weight model optimized for always-on local agent workflows

1M context with 17 GB model in 24 GB VRAM: "for the first time I was able to load a context of almost 1M tokens and extract 7 needles from various parts of the text"

Engineers… Your Software Factory NEEDS Agent Sandboxes to SCALE (exe.dev)

OpenAI Astra pause 🚨, Claude Code cross-session 🤖, how Cursor Router works 🔀

Copilot on web expands conversation controls

Best Local LLMs - August 2026

Build Low-Latency Multilingual Voice Agents: Open Weights & Full Deployment Control with NVIDIA Magpie TTS

DeepSeek V4 Flash 0731 is the ‘killer app’ that is going to sell A LOT of DGX Sparks

Show HN: Ante, a coding agent in a single binary that runs offline

I compared GGUF quants of Qwen3.6 27B to NVFP4, AWQ, AutoRound, and FP8

Show HN: Needle2: 14MB agentic LLM for phones, wearables, smart home and robots

Meta Muse Glimmer 30B Local AI Review

Global Plugins and Skills

Show HN: Mcptoon – Token-efficient MCP CLI client

Introducing Unsloth Desktop app

You Don't need to use Cloud AI! Switchyard and Nemotron 3.5 Lightning

How to Dogfood Your AI Chat Agent: A Three-Layer Evaluation Framework with Goal-Directed NPC Simulation

Automating and Scaling Behavioral Scientific Research on AI Agents

FYI: Muse Glimmer Chat Template Got Updated Recently

LangSmith BYOC is now generally available on AWS

Google Maps and Google Search now work together in the Gemini API

Introducing Delta

Agent Plugins 1.0 in VS Code, Copilot CLI, and the Copilot app

Meta's Muse Glimmer 30B now runs up to ~3.3x faster on Mac with mlx-dspark

Why managed agents are the next big thing in agent building

Show HN: Ballet – Workflow automation that writes integrations against any API

Tool: Amp

Beta: git-knife

Beta: Docker Sandboxes

Every Claude Code Skill I Use to Drive My Entire Development Process

How do you plan to run Qwen3.8-2.4T-A95B locally?

Beyond Memory: A Transactional Continuity Kernel for Long-Lived AI Agents

Distribird: Literature-Informed Prior Distribution Design for Bayesian Model Calibration

The builder’s guide to GPT‑5.6

Gemini 3.7 Flash is now available in GitHub Copilot

Trained a 1.5B to write shell commands so I'd stop googling tar flags. Runs on a laptop CPU in ~1 sec.

Fixed Jinja chat template for Qwen 3.5, 3.6, and the new 3.8 release

Show HN: MCP Memory – Fast Agent Memory Using Google's OKF and SQLite FTS5

Show HN: MCP-stama – An ultra-fast Rust MCP server with no dependencies

LFM 2.5 2.6B is the best small model for tool use I have ever used.

bitsandbytes creator teasing new quantization method: GLM 5.3 on a single DGX Spark at 7t/s

fantastic: latest llama.cpp server webui can now run commands for tools into rootless sandboxed containers

Senv: Sandboxed Python environments with the uv workflow

Grok 4.6 is now available in GitHub Copilot

GitHub Copilot weekly releases — August 10

Local uncensored Opus 4.6 at home - Qwen3.8 27B heretic

Show HN: Mole – Deep research agent for your terminal

Show HN: Ember – Redshift safe color palettes

Flownie – Open and Visual Data Workflow Platform with AI Agent Assistance

Fable 5 refuses to touch Qwen deployments?

Show HN: ThoughtDAG – An editable context graph for LLM conversations

A nice local vision test

SOTA Apple Silicon Inference (August 15, 2026)

Show HN: Deltix – AI Driven Testing

If you are at the lowest budget, which you can think of.Which hardware would you recommend to run? qwen 3.8 27b oWith like 50 tokens per second. I currently have a RTX 5070 Ti.

Qwen3.8-27B Hybrid IQ4_XS quantization for 16GB gang

Show HN: Laptop is the last place your secrets are still in plaintext

The Architect: Interactive Visualization of Deep Learning Mathematics Directly in Microsoft Excel

Agentao: A Governed Local-First Runtime for Tool-Using LLM Agents

Petition to add a rule for people to add their DAMN quant levels to their posts

Ling 3.0 support merged into llama.cpp

100$ worth of gpu runs qwen 3.8 27b at 7.39 t/s

Controlling Android with Gemini 3.7 Flash and 150 lines of Python

After pushing 1M+ tokens through Qwen 3.8 27B, here is my optimal llama.cpp config for 16GB VRAM (73k Context, Agentic Coding)

llama.cpp version v0.1.0 has been released

Talk to Puck

Same Cluster, 33 Points More Utilization: What Changed Was the Order

llama.cpp adaptive MTP PR#27210

Education Discount

Qwen 3.8 27b saved me $650+ in API costs this evening

Agentic Commerce at Scale: Your LangChain agents can transact securely

Multi-Vector (Late Interaction) Embedding Models with Sentence Transformers

Running DeepSeek V4 Flash Q4_K_XL at ~100 tok/s prompt processing on 4× RTX 3060 12GB

Introducing LangSmith Tuned Evaluators, starting with Perceived Error

Asana cleared 5 years of engineering work in 2 weeks with Codex

Claude Design artboard workflow added to Claude Code CLI

Show HN: Runbook.v1 – governed workflow execution for MCP (fail-closed)

Enterprise managed settings in GitHub Copilot for JetBrains

Qwen3.8-27B on 2x 3090 + vLLM + DFlash2: 218 tok/s single request

MCP in Orbs

Replit expands access to software creation with GPT-5.6 Luna

NVFP4 on VOLTA! Despite being built for Blackwell, I made four 2017 V100s run Qwen 3.8 NVFP4 natively and match my $6000 RTX 5090.

Pass the Orb to the Left Hand Side

DFlash2 speeds Qwen 3.8 27B up to 4 times

Tool: TurboVec

Beta: Saggar

Beta: Needle

DeepSeek Just Built the Next Generation of Coding Agents

The boring way to run Deepseek V4 Flash-0731 130-150 tks - 16x5060ti 16GB over 2 PLX88096 switches

TinySearch v0.6.1 - still a lightweight web research tool for local LLMs, now with bring-your-own-browser support

How ChatGPT Work helps Stampli move ideas to market

LangSmith Preview Builds: Test agent changes before production

Unsloth Dynamic 3.0 GGUFs

Show HN: Huzzah – a novel approach to coding with AI

Qwen 3.8 27b - PI AGENT vs OPENCODE

An Evidence-Grounded Multi-Agent System for High-Level Bio-Robot Design

The Evaluation Context Protocol (ECP): A Portable Contract for AI Agent Evaluation

Qwen3.8-27B at 262K context on a Strix Halo + RTX 3090 Ti: 9.5 -> 153 tok/s, and it beats a dual-3090 vLLM box on HumanEval

Fastest NVFP4 quant of Qwen3.8 27B out there

Explain Usage

ChatGPT Apple Messages 💬, Anthropic’s meeting recorder 💼, Mistral Agentic Search 🔍

DeepSeek Harness v0.1.1 released

Filenames are the wrong index for Claude Code @ mentions

Shared agentic work with GitHub Copilot in Microsoft Teams

Getting the Same Results with Smaller "Cheaper" Dual Sparks AI as the More Expensive Clusters

Qwen3.8-27B Q6 is a beast at agentic coding

16 GB VRAM purgatory discussion thread

Show HN: OzBrain, a shared brain for knowledge between agents and your team

Show HN: Omacosy – Omarchy-style tiling desktop for macOS, no SIP

Show HN: Shoehorn – Quantize any model down to run on your machine

This is why I run locally.

Qwen 3.8 27b - PI AGENT vs OPENCODE - another smaple

Llama.cpp version 0.2.0 is out!

The New MCP Roadmap

The Official Ruby SDK for MCP Reaches 1.0

Show HN: Git workflow as an AI-agent skill

I forked Ninfer 3090 and converted it to run on the CMP170HX - doubled my Qwen3.6-35B from llama.cpp

GLM and I created a llama.cpp fork optimized for AMD GFX906 (Mi50, Mi60, Radeon VII, GCN HIP) - Machine Learning, LLMs, & AI

I benchmark DFlash 2 (PR build) in llama.cpp on Qwen 3.8 27B against all speculative methods for 3 days. 2.26x on 100 real coding prompts, 4.68x with one n-gram drafter on top. Up to 8x on specific cases.

Show HN: terminal-code – VS Code inside the terminal

I fine tuned Gemma 4 12B for a 2.7x improvement on tool calling because I can't fit anything else comfortably into my 16 GBs of Vram

I hosted Kimi K3 (2.8T parameters) using 8 B300s. 92 tok/s, $190 per million tokens

i finally switched from windows to linux and got a 30-50% boost in speed.

Show HN: 26-node n8n workflow for scoring and routing B2B leads

Qwen3.5-9B Triple-Loop

Qwen 3.8 27B for actual local programming

Show HN: Froging AI – image and video models in one workflow

Friendly URLs for Sharing Orbs

Qwen 3.8 27b helped me with something unique that Opus 4 couldn't - Firmware + Software preservation and emulation on an early 2000's ARM based POS system

Live Artifacts: Authoring Dynamic Media via Live Layers Encapsulating Generative Specifications

PrimeAgentOrchestrator: Memory-Primed Agent Spawning for Personal AI Infrastructure

I developed my own quantized LLM from scratch, trained on 30B tokens, deploys in 60 MB

FreeToken Deepseek V4 Flash on a Single 3090 Local AI Testing

Advancing price-performance for developers with GPT‑5.6 in Kiro

JetBrains local AI (using Qwen3.6 27B)

Please join r/LowEndLocalAI, a community for running local LLMs on low spec hardware

Wire It, Run It, Deploy It: AI Workflows in Gradio

I just tried DeepSeek Harness and it escaped from its workspace folder

OptiMAS: Automatically Optimize Multi-Agent System

Minimal Local Simulation Foundations for LLM- and VLM-Driven Agents in 2D and 3D Environments

Show HN: Kern – container and resource runtime in a 1.5 MB binary, no daemon

Do not blindly delete your older models, some are still precious

Show HN: Screen memory without screenshots, just text to Markdown

Every visual workflow tool becomes spaghetti. Here's what I built instead

How Hugging Face Inference Endpoints, Jobs, and Buckets Power Search on Papers with Code

New: Llama.cpp adaptive speculation for faster inference

New in LangSmith Engine: >2x better issue detection

Introducing the Admin plugin for ChatGPT Work and Codex

Show HN: I made a Raspberry with Qwen my local car AI

GitHub Copilot app Customize tab is generally available

Maiao: Gerrit-style code review workflow for GitHub, GitLab, Gitea, others

Setup Without a Commit

Whoever the fuck predicted we would have gpt 5.5 performance in coding on consumer hardware a couple months ago now, i applaud you

The Future of SaaS Is Apps That Agents Can Use

Show HN: Rudder – Red-Green TDD Workflow for Verifiably Comprehensive Specs

August 2026: LangChain Newsletter

Lemonade end-of-summer project update, now serving 15 engines!

Enterprise-managed settings now support autoUpdate for plugin marketplaces

MCP-Driven Accessibility Tree Standardization for AI-Powered Screen Reader Agents

So Long, TUI Sidebar

llama : add --n-cpu-ffn option by John-194 · Pull Request #26622 · ggml-org/llama.cpp

Projects with Multiple Repositories

We’re the Team Behind Apodex 1.1 — Ask Us Anything!

Request: unsloth Please re-quantize Qwen3.6 35 A3B and 27B using UD 3.0

No, Engrams won't let you run 1T models locally. It does something even better.

Show HN: My Claude quota ran out in 10 minutes, so I made a tool to find out why

llama.cpp support for Qwen3.8-Flash-Next has been merged

Copilot code review: Resolution reasons and expanded capabilities

Actions retention will cover checks, workflow runs, and statuses

Show HN: We built open OpenRouter that turns usage into a better model

Previewing the Model Hardware Standard

Amp on iOS & macOS

Actions retention will cover checks, workflow runs, and statuses

It's unbelievable! I used the mmap function in llama.cpp to fit Qwen3.8-Flash-Next IQ3_XSS into 16G+64G RAM, and the speed still reached 26t/s.

ds4 branch with GLM 5.3 Flash support

Qwen3.8-Flash on RTX3090 + 64GB RAM (but you only need 12GB VRAM)

No Mailmap Required

Rime Finally Made Voice Agents Good Enough

GitHub Copilot in Visual Studio — August update

GitHub Copilot weekly releases — August 24

A smarter way to run code migrations with less LLM context

[Release] SOTA GGUFs for Qwen3.8-27B: GSQ-RCO at 2.5 to 3.0 bpw

Is it worth running Qwen 3.8 Flash Next on 4x3090 vs 27B?

Qwen 3.8 Flash Next ngram look up table offloaded to SSD and streamed in SGLang

Qwen 3.8 27B at 50 tok/s with 100k Context on a 16GB GPU! (beellama.cpp)

llama.cpp Open PRs list - CPU/RAM/Disk/Hybrid Related - Better for CPU-only & Hybrid inference

Koboldcpp v1.120 released

I fine-tuned a 0.8B local model for dictation cleanup. It matched a hosted frontier model on this narrow task

Uncensored Multi-Model Releases, LongCat-Flash-Lite-Sparse with MTPs and LSAs, Qwen3.8-27B with MTPs, Qwen3.5-122B-A10B with MTPs, Qwen3-Coder-Next and Laguna-S2.1 with Vision, All Available in GGUF Format! Bonus: Links to my llama.cpp Fork for LongCat-Flash-Lite Support and J-Wash Enhanced Fork!

Don't Sleep on EXL3 Quants

Qwen3.8-Flash-Next turns 4xR9700 into a local AI powerhouse! 120 t/s TG and 12k t/s PP single request with optimized vLLM

Demo of local document extraction (52 pages) using Arctic Embed and Bonsai 8B on an Iphone 16 (KernelAI app)

Qwen 3.8 Flash Next locally on simple mobile phone at 3.5 tok/s

Here my pretty good qwen3.8 27B setup, hope it helps

GOD: Govern, Observe, and Direct - A Real-Time Control Room for Agent Societies

pipecat-ai/phonellm-alpha-1: GPT 5.6 Terra performance on typical voice agent tasks at 1/3 the latency and 1/18 the cost

How I got Qwen 3.8 27b running at ~75t/s decode on 16GB RTX 5080

Setup OpenClaw 2.0 with Gemini in Under 60 Seconds

First time running local models

GitHub Copilot in VS Code, August 2026 releases

AVX2: Speed up large batch size prompt processing of IQ models by bartowski1182 · Pull Request #27402 · ggml-org/llama.cpp

Show HN: Silent Fail, get an email when your n8n workflow stops running

The Web-CLI: Verifiable Privacy for Tools, Models, and Inference Engines in the Browser

Mac ← USB-C cable → Linux box is becoming a thing.

ExLlamav3 Recent Updates : CPU offload, GLM-5.3-FLASH, Qwen3.8-Flash, SC Quants ++

I pushed Qwen3.8-27B to 2.000 prefill per second and 132 decode per second on A RTX 3090.

Introducing @huggingface/kernels: 200+ WebGPU Kernels for Local AI

11 Tiny Coding Agent Fixes With A Stupid Amount Of Payoff

Show HN: Running 104GB Qwen3.8-Flash-Next on 48GB Mac with at ~12 tok/s

Intelligently Ordered Diffs

Fable 5.1

Selected GitHub Copilot models deprecated

Harness Engineering: Anatomy, Architecture, and Evolution of Coding Agents -- A Source-Code Study of Eleven Systems

CUDA-Harness: Harnessing Agentic CUDA Kernel Generation and Optimization from Natural Language

ChatDev 2.0: A No-Code Multi-Agent Platform for Developing Everything

Running 104GB Qwen3.8-Flash-Next on 48GB Mac at ~12 tok/s

Confirmed bolting Q8 NGram into IQ4 Qwen no speed degradation

Show HN: FrontierHarness Eval – 9 harness, same model, cost per pass varies 17x

Enterprise-managed settings support any default model

Content exclusions generally available in Copilot app and CLI

Perplexity open-sourced their Mac inference server for Qwen 3.6

Agents That Pay | How Nevermined Empowers LangChain Agents to Buy and Sell Services

Microsoft VibeVoice-ASR-Streaming Released

Agent Flight Recorder: Tamper-Evident Audit Trails with On-Chain Anchoring for Long-Horizon Tool-Using Agents

Qwen3.8-Flash-Next on 2x3090 + DDR4: 17 → 25-29 t/s decode with the expert cache PR

KV cache might be a bigger problem for local models than parameter count

model: add NVIDIA Nemotron-3-Puzzle-75B-A9B (NemotronHPuzzle) support by YanissAmz · Pull Request #25444 · ggml-org/llama.cpp

Agent-manager: The fastest workflow for every coding agent

Can a 4B local model actually feel like an AI assistant?

Give Your Coding Agents a Memory You Own

Qwen-3.8-Next-Flash Ngram Hot-Swappable Knowledge Injector for llama.cpp

Qwen3.6 35b Q2_XXS: Being GPU poor in 2026 is not so bad

*NeoMME*: an efficient Multimodal-native and Multilingual Encoder

We built an open-source, model-neutral agent harness and compared it with claude managed agents - for the same model, got same accuracy, upto 75% lower cost

Muse Spark 1.3 ✨, Gemini 3.8 Flash ⚡, intelligence vs cost 📊

MCP in LangChain: Stateless Protocol, Elicitation, and More!

Playco cut manual fixes 50% prototyping games with GPT-6 Astra

Upcoming deprecation of selected GitHub Copilot models

GitHub Actions: Early September 2026 updates

Desktop

Model: add Tencent Hy 4 (hy_v4) preview architecture support by Little0o0 · Pull Request #28127 · ggml-org/llama.cpp

GPT-6 Astra is generally available in GitHub Copilot

GitHub Copilot weekly releases — August 31

If you had ~15k would you build a home server today or wait

OpenClaw Power, MacBook Simplicity: Five Days With Grok Bot

NInfer vs llama.cpp vs vLLM: quality + speed comparison for Qwen3.8-27B NVFP4 on RTX 5090

Otaku — an LLM frontend

Your opinion on Ling 3.0 tiny on CPU?

Which agent harness do you use and why?

Block KV cache streaming: bound VRAM at long context via a shared CUDA phase arena by giveen · Pull Request #357 · TheTom/llama-cpp-turboquant

Why I'm back to Qwen 3.8 27B and Hermes Agent - Local AI Model Fatigue

Qwen3.8-Flash-Next-oQ4e-mtp: 45 tok/s on M4 Max, 25 tok/s on M2 Ultra for local inference — llm-bench.io

Validate your local LLM advertised KV cache against real pressure; see exactly how old contexts get evicted from cache

vibeblending locally with Qwen 3.8 27B

[Model] Support for Spark2_5ForCausalLM implementation by KnightYao · Pull Request #27868 · ggml-org/llama.cpp

2x R9700, 64 GB DDR5 is an absolute beast machine with vLLM Radiance / R9V and Qwen 3.8 27b and Flash next

Expert expansion with llama.cpp

Show HN: TERMy – A fast terminal assistant that does not use LLMs

Show HN: Opinionated Workflow Builder

MIVAIS: A Study Environment for Multi-Agent Mixed-Initiative Visual Analytics Applications

Best local models for hardware programming?

Easy local Copilot with VS Code and Lemonade

little-coder vs just Pi

Qwen Next on 24 + 64 GB VRAM?

Show HN: Engrim – A universal, local-first SQLite memory engine for AI CLIs

Are you running Qwen 3.8 27b or Qwen Flash Next?

Friends Don't Let Friends Use Ollama

ExLlamaV3 is underrated

My Qwen3.8-27B task-aware quant reaches 99% of BF16 reasoning performance at 15% of the size.

For Strix Halo - Official llama.cpp isn't ideal and how to highest possible throughput

I made a custom llama.cpp build optimized for 7900xtx (one or two). for qwen 3.8 next and 27B. includes optimizations for PciE x4 and tensor parallel. read inside! (no AI slop)

Qwen3-0.6B (400 MB) on a Samsung Note 8 (2017) phone drives a real desktop Chrome

1Password increases engineering productivity 21% with Codex

Qwen 3.8 27b with PI agent - pushed to its 3D graphic game limits

Enterprise-managed sandbox in Copilot for JetBrains

Is there a dummies guide for setting up qwen 27B with dflash2 and n-gram?

DeepSeek-V4-Flash-Vision-Exp (285B MoE) on 10-12x RTX 3090 — spec decoding, vision

Remediate Code Quality findings with agentic autofix

1-bit 27B in the browser: 25–30 tok/s on a 6 GB RTX 3060 Laptop (WebGPU, no install)

Building Codex with Tibo Sottiaux

SOTA ImageGen Locally NVIDIA Cosmos3(64B) INT4 quants CUDA/MLX

Connections: Managed credentials and per-caller identity for Managed Deep Agents

Block pull requests with exposed secrets from merging

Enterprise managed permissions for GitHub Copilot agent operations

No One Talks Enough About Security for AI Coding. Here's How I Do It in My Workflows

Qwen3.8-Flash-Next on 2x3090 + DDR4, part 4: 2.2-2.5x faster prefill by kicking the expert cache off the GPU while the prompt runs

Local LLM / Qwen 3.8 win

Beta: Copperhead

Beta: WebLLM

Beta: PAIR

Rebuilding AUTOMATIC1111 with Gradio Workflow

How Credit Genie uses OpenWiki to keep codebase knowledge fresh, searchable, and automated

Customize Your Dial

Harness does matter

MAI-Code-1-Flash deprecated

Introducing the Agents API

AI Scan for pull request APIs in public preview

Pi Agent Users - Nvidia Released Sol-Pi - A Pi-Extension based on AutoResearch loops to make the Harness more efficient

Someone apparently managed to kind of replicate what V4.1 flash does on KV for fast prefill on Qwen

CUDA/HIP: Flash Attention tuning (gfx1201) by pwilkin · Pull Request #28102 · ggml-org/llama.cpp

GitHub Copilot weekly releases — September 7

Restack Your Changes

Any 12gb VRAM users out there?

Show HN: Toast, a beautiful by default in terminal IDE

Show HN: Godot and Rust based multiplexer (terminal panes and more)

Auto-resolution and analysis updates in Copilot code review

Is a ZIMA Board 2 + RTX 2000 ADA the cheapest path to a decent Qwen-3.8 27b self-contained endpoint?

CodeFinetuner: Fine-tune a local code autocomplete model on your own codebase

Add VS Code Agents to Copilot usage metrics

Is anyone using K2-Horizon-MoVA-36B-A4B? If yes, what is the usecase?

Got an old slow low vram GPU laying around? Might be worth it to use for Just Vision mmproj llama.cpp

Unsloth UD-quants - Qwen 3.8 27b for example - worth using 8-bit or stick with faster 6 bit for coding?

Antirez Deepseek 4.1 flash gguf on HF

Qwen3.8 Flash Next llama.cpp config tuning

Releasing smolbenchmark: Helps you choose the best model for your hardware!

For those of you forced to only use open models from Western labs in production, what are you deploying?

M2 Ultra/Qwen3.8 Flash Next Update - latest oMLX introduces substantial speedup

Free Agent

huggingface_hub silently fingerprints which AI coding agent you're using and sends it as telemetry

My experience building 64GB VRAM AI SWE assistant/agent PC

Migration from Claude Code to a private local harness. Questions.

Dear 24G owners, try VLLM you might be able to run Qwen3.8 27B INT4, 144K FP8 KV on RTX 3090 with better speed. (TLDR VLLM AOT)

Right to Intelligence. Protect your right to run local AI.

Show HN: Self-hosted company OS, Claude Code and Codex agents in departments

R9V Update: now ~100 tok/s in TG on Qwen3.8 Flash Next IQ4_XS on x2 R9700 + 128GB RAM. Fixed crashes with n-gram SSD streaming, improved diagnostics, plus pinned images. Q4_K_XL now supported, 50 tok/s TG.

Async GRPO with LoRA across HF Jobs: a bucket, a proxy, and no NCCL

llama: add Maple 20B-A1B ternary MoE architecture (CPU) by AlexGabbia · Pull Request #27000 · ggml-org/llama.cpp

Running Qwen 3.8 next on 16vram+32ram - A useful/fun post for the gpu poors

Agentic Engineering Benchmarks: How I RANK Astra, Fable 5.1, and Open-Weights

Configure cost and quality in Copilot auto model selection

My NEW FAVORITE Skill - Claude Code Drives My Whole Computer (Better Computer Use)

Running Qwen3.8-Flash-Next locally on a 12GB VRAM card

If you have a 3090, or other 30xx for local LLMs, I have something for you

Voodoo Dynamic Quant - Now MIT Licensed

Show HN: Capsule – Single-file web apps that save their data into SQLite

Your Agent Aced the Task. Will It Do It Again?

Koboldcpp v1.121 released

Apple Foundation Models: local AI natively on MacOS 27

GitHub Copilot suggests custom properties definitions

Qwen3.8 27b Game Dev Part 2

[AINews] Jev: a “System One Model” that only decides/classifies/routes/scores — >100x faster, >200x cheaper than small frontier LLMs

Show HN: Panel – A research workspace where the agent can build its own panes

Show HN: Ordewell – turn one goal into an ordered plan of coding-agent tasks

Show HN: Pizza Bot – An inbox for AI agents that work in the background

Jev ⚡, Periodic Neon 🧬, Gemini 3.8 Live 💬

Code scanning AI Scan no longer requires CodeQL default setup

You can offload most of Qwen3.8-Flash-Next's KV cache to RAM with little decode slowdown

LocalJev?

Coding agents usually can't price on outcomes. Ours can.

How to connect AI usage to business value

Barndoor acquires Diaphora, creators of open-source workflow runtime Frags

Lexara-RF: Reference-Free Metrics for Evaluating Conversational Visual Analytics Agents

ERPBench: A State-Grounded Evaluation Paradigm for Computer-Use Agents in Enterprise Software

Intel releases OpenVINO 2026.4

Update : Small model + Engram

One Runner Is Now Enough

Does anyone use uncensored models purely for coding?

Building an Agent Harness for Life Sciences: Introducing Deep Life Sci

Show HN: Share your AI Setup, Learn from others

Ubuntu 26 generally available and latest migration

Workflow execution protections in GitHub Actions generally available

Introducing Astra for Law

Ternary Bonsai 2 (27B) just released on Hugging Face. At <6GB in size, it can even run locally in-browser on WebGPU.

Agentic CLI customizations now in the usage metrics API

Building a Harness with Jev

You can create any workflow or pipeline you want with DSCI and LLM

Llama Cpp Flags That Instantly Speed It Up

MiniMax Code goes open source

Bonsai 2 27B and Hermes Agentic Coding Local Ai Test vs Qwen 3.8 27B fp16

GitHub Copilot weekly releases — September 14

Hex turns complex analysis into visual reports with GPT‑6 Astra

Copilot code review: An improved review experience

Steer LLMs and Agents at the Token Level: An interactive tool for token visualization & control, model inspection and data annotation.

Tuning Qwen 3.8 27B and OMP as a coding agent on 2× 3090s

Built a home server from an old PC with GPU upgrade. Qwen3.8 27B runs at ~30 tokens per second.

I turned an asymetric pair of Tesla V100s PCIe both (16 GB + 32 GB) into a surprisingly capable local LLM lab — 1.38k prompt tok/s, 40 decode tok/s with qwen3.8 27B Q6 and Q8...

Jev-as-a-Judge for Agent Evals

Show HN: Scry, programmable internet search w/ congestion pricing

Finally got Qwen 3.8 Next running on my v100 6gpu setup (TP2 PP3)

I tested 9 LLMs on the exact same web-dev prompt for ~8 hours — RTX 3060 12GB results (Rate the best!)

laya.cpp: Optimized laya near-instant decision making

The bear can dance: Qwen 3.8 27B on one 3090 for 3 weeks

Qwen Image 2.1 + Hermes Agent Local AI Image Generation Review

How to use Jev to automate your business (Step-by-step w/ Treg)

How V7 gives AI agents institutional memory

Jev is now available in LangSmith Evals

Grok 4.7 is now available in GitHub Copilot

A better coder for the small-GPU/small-RAM crowd!

Show HN: Lossless-memory – a personal AI memory that never summarizes

Jev: System One models for Prod, not God — with Diogo Almeida, CEO, TypeSafe AI

Beyond the Text: Verifying That Agent-Written Papers Are Backed by Their Artifacts

Jun Kim, oMLX creator and maintainer, joins Hugging Face to support the MLX community

Transformers now runs llama.cpp quants

One Runner, Many Worktrees

Fork of FreeToken with DeepSeek-V4.1, vision and speculative decoding (2x3090 numbers inside)

Qwen 3.8 27B at ~3 BPW on an RTX 3060: GSQ vs ByteShape IQ3-XXS 2.88BPW

Better prompt caching for GPT-6

Faster C++ code intelligence with whole codebase indexing

New features and improvements in Copilot for JetBrains

Unsloth Studio VS LM Studio... Which one do you prefer?

OpenTelemetry in the GitHub Copilot app

Pirate Face - pirate bay for LLMs

GGUFs in transformers natively!

Most powerful harness for Qwen 3.8?

GPT 6 + Hyperframe = Crazy combo for expert-level videos

Bring Your MCP Server to Amazon's $190K Hackathon!

Local sandboxing in the GitHub Copilot app

How to Use NVIDIA Warp and MjWarp to Accelerate Robotics Simulation and Learning Workflows

Introducing Support for Local AI Models in the Antigravity SDK

More ways to request and configure Copilot code reviews

Using uncensored models makes working less of a headache

Safety Nudges: User-Facing Interventions for Real-Time AI Risk Awareness

ChartRevive: Reconstructing Data Visualizations from Chart Images Using MLLM

What TPS is too slow for you?

Qwen 3.8 Flash Next q4_k_m, 130k context, q8 cache on 16GB VRAM ann 64GB RAM, 15-20 t/s on 4080

My foray into local ai. Two BC-250 ex mining apus running Qwen3.6-35B-A3B Q4_K_M at 60 tok/s with 64k context

LangSmith Engine v2: Red teaming and automated testing

Managed Deep Agents v0.8: new auth, memory, and channels

Trajectories now in LangSmith: A readable view of every agent session

Introducing LangSmith Fine-Tuning

Introducing LangSmith Custom Apps: Build custom interfaces around your agent data

Shared Runners

R9V Update: Created and adopted KVA projections based on Deepseek V4.1 Flash + HySparse2/MiMo-V3 for Qwen3.8 Flash Next. This is a game changer for models that don't natively implement it. 1.45-1.85x speedup in prefill to 3k+ at a small deficit to perplexity. [2x R9700, 128GB DDR5]

PSA: llama.cpp -cram should be increased for agentic workflows (default is 8192)

Show HN: Whiteboard (YC W26) – An open-source IDE for thoughtful software design

The Mac App Is Your Runner

I added OpenVINO support to Laya: 40 ms per question on CPU, 3.4x faster than PyTorch

Progressive Skill Discovery as Access Control for Tool-Using LLM Agents: Structural Governance through Role-Scoped Capability Delivery

Default Enablement of Copilot Features for Copilot Business and Enterprise

Gemma 4 Developer Agent Competition

PSA for M5Ultra owners running LLMs: set your prefill step to 8192

muse charm but local and free

Proaction boosts sales 60% and saves 75+ hours with Codex

New in LangSmith: Engine v2, Managed Deep Agents, Fine-Tuning, and More

GitHub Copilot weekly releases — September 21

Updates to GitHub Copilot for Slack and Microsoft Teams

Changes to query results in the GitHub Actions API and UI

Usage metrics API adds pull request review stages

Enterprise managed settings in-product validator

Custom Models in Oh My Pi: vLLM, llama.cpp, SGLang and More

ggml-cpu: tiled mul_mat for k-quants by jbooth · Pull Request #27851 · ggml-org/llama.cpp

Introducing KoboldCpp Agent (and a plea for help)

Getting stupidly good results on my 4x3060ti setup.

Splash 1.1.0 released, GGUF quants support, MLX import and more

Show HN: Reladraw – A diagram language where you decide where to place things

Improved and fixed template for GPT-OSS (again). Includes preserve_thinking and fix for Unsloth-induced bug

Koboldcpp v1.122 released

Run Qwen3.8+Flash-Next and tiny models on Apple Silicon up to 3x faster

42x Faster Prompt Lookup Drafting in llama.cpp

Splash fork optimised for M5 Max: ~1.5× faster (1.25× single request)

Another "Harness matters" post (codex cli > pi and opencode)

The Opus 5.5 posts about motion graphics are cool but Qwen 27B made this on a 4090

Zer0Fit - Zero-shot predictions, classifications, and regressions using Google ML research models running locally as a dockerized MCP

Dspark for GLM 5.3 Flash

Splash on a 40-core M5 Max: +20% decode by tuning the kernels for your own chip

I've found a transparent, loseless prompt deduplicator for LLAMA.CPP

How do you guys give your models web browsing capabilities?

is switching from llama cpp to vllm worth it

Show HN: AgentRun: DSL to turn agents into workflows

Imbalanced VRAM usage between two GPUs in llama.cpp. Anyone successfully solve this?

Public MCP server for Canadian privacy law data (free, no auth) - works with any client that speaks Streamable HTTP

Qwen3.8-Flash-Next 177B NVFP4(119GiB): SSD streaming at 9-10 tok/s on one 16 GB RTX 5060 Ti + 32 GB RAM

CraftTrace: Unflattening Videos into Malleable, Creation-Inspired Structures for Generative Editing

SkillFlow: Scalable and Efficient Agent Skill Retrieval System

macOS 27 ships a free local LLM on Apple Silicon Macs. I made it easy to use from Node and Python

Holo4: powering generalist computer-use agents

NVIDIA shipped OpenShell, an open source sandbox that gives local and open agents real runtime limits instead of prompt rules. Over 100 firms joined the safety stack. OpenAI did not.

You can just merge Qwen3.6 & 3.8 27B to get decent performance with much fewer token generation

Credentials API for Gemini Managed Agents

Show HN: HN.watch – Videos of all Hacker News posts

Claude Code’s Next Era — Thariq Shihipar, Anthropic

First few days of qwen3.8-flash-next on 4x R9700 - it's been really interesting so far

Opus 5.5

I built a small workflow execution engine around a deliberately narrow problem

Qwen 3.8 27B Q4 with 100K context on a 16 GB RX 7800 XT guide

Thanks to you r/LocalLLaMA, my mom was able to use my app! The open-source app that can watch your screen and trigger actions. It is now easy to use, thanks to your feedback.

Introducing dots

GPT-6.1 Sol in GitHub Copilot

Deepseek Harness app is out now!!!

Show HN: NSL – WSL for Linux

Show HN: Raven – The harness of harnesses, built for RSI

RAM Offloading with vLLM - tcclaviger appreciation post

Plaid Speed

Best model for blender?

Targeted and Traceable Investigation of Multi-Agent LLM Dialogue via Semantic Bundling of Knowledge Graphs

Show HN: AilaFlow – AI workflow automation for teams with Human-AI interfaces

We just open-sourced the world's fastest WebGPU kernels for local AI on Hugging Face

HydraFusion in VS Code and the GitHub Copilot app

Show HN: Ledge.sh – Runnable Markdown Notes

If one hour of AI is costing me 0.12€ is paying for frontier a cheaper option?

Why Dwarkesh is Wrong about Computer Use + How OpenAI shipped its Jev competitor in 1 Week

Claude’s new auto eval tool

Index-Translate: 150 text languages, plus document translation, multilingual subtitles and dubbing

RealGUINoise: An Interactive Cross-Platform Benchmark for GUI Agent Robustness under Real-World Interface Noise

Open source inference engine (like LM Studio or Unsloth Desktop) that optimizes itself for your exact hardware. Compiles and tunes its kernels on your device, so open models run up to 2x faster than llama.cpp. Works on Apple Silicon, NVIDIA, AMD or nothing but a CPU.

Finally got my 4th card in (64gb total)

Beta: OpenRig

DeepSeek harness 0.2 - Optional Bundle Architecture, Windows Sandbox improvements, Async Question Mode, Desktop release, Web Search without key

12hrs with Ling 3.1 Flash

Qwen4Exp: add MTP by am17an · Pull Request #29761 · ggml-org/llama.cpp

Hotpath Record an AI agent once, replay it as a deterministic workflow

Pi extension: Skip reasoning with local Qwen 27B and proceed to answer right now

How to Build a Model Router in the Harness

GitHub Copilot in VS Code, September 2026 releases

Show HN: Open-source model routing for coding agents at Astra-level performance

Pi 1.0 released - MCP support now included by default

Perplexity Decider 27B: Open weights decision model fine tune of Qwen3.8 27B

Show HN: Janus – Go binary that runs GGUF models via Vulkan on AMD/Intel/Nvidia

Critsly and StudioCrit: An Artefact-Aware AI Critique Workspace and Simulation-Based Readiness Study for Design Education

I "built" a local LLM radio like the Pharaohs built the pyramids

[AINews] Pi 1.0, Pi Durable, and AIE NYC

llama, server: add /v1/systemone API (models: laya, julia-1, lev, openjev, kev) by ngxson · Pull Request #29818 · ggml-org/llama.cpp

Show HN: Rhun, an open-source code editor written in assembly

Tuned/abliterated Qwen3.8-27b into a 24gb card 262k guff using the newest unreleased version of LexiPanel. It's fast with reliable draft acceptance. Made for 7900xtx but should work on whatever 24gb card with this setup and headless. Doesn't get dumber while coding like most of the other fine-tunes.

New in llama.cpp: Decision Models

Open-sourcing AstaBrief, the fast report-generation model in Asta

I made my iPhone a second GPU for my 24 GB MacBook: Qwen 3.8 27B prefills 29–44% faster & my holds part of the CTX window.

Copilot code review: API support and new default effort level

Self-hosting AI does not save money, and I do it anyway

Anyone sitting on a lot of slow system memory and a modest GPU.. try Strata + Qwen3.8 Next.

qwen4exp : halve the indexer score memory by ServeurpersoCom · Pull Request #29825 · ggml-org/llama.cpp

FP8/BF16 users seeing someone run IQ1_S

Two ~300B MoE models, each on ONE 128 GB mini PC (AMD Strix Halo): GLM-5.3-Flash at ~580 tok/s prefill, MiMo-V2.6-Flash up to 44 tok/s decode. EXL3 weights + open ROCm engine

Show HN: Offrun – manage every coding agent from one workspace

The Rise of Overfit Inference Engines

I built Ninfer 4080 for 16GB class GPUs

I built a code knowledge graph tool that's actually MIT licensed (fully local, no cloud)

Running Qwen3.8 Flash Next 176B on a 16GB RTX 3080 Laptop + 32GB RAM + SSD

The Agent Said It Was Done. The Database Disagreed.

[Discussion] A 5KB pure x86-64 assembly engine for Gemma-2B (FP16, 4.6 tok/s on CPU)

Need maybe say "Use llama.cpp"

Local text to speech with Breeze is truly incredible

Is there any way to improve creative writing for Local Models (Qwen)?

Show HN: Pi pod – Run your pi coding agent in sandboxes on your own server

SPOPI: UI and editor around Pi that Pi can change itself

MIRROR: Multipath Quorum Integrity for LLM Multi-Agent Communication

WebUIProof: Benchmarking WebUI Code Generators with UI-Agent Execution Harness

DecisionTune 1.0: a 395M encoder that picks from your options offline, about 10 ms per short decision on MLX (Apache-2.0)

M5 Ultra 256 running GLM 5.3 Flash 68.8 tok/s

Welcome RL Environments to the hub

Rivet - Shared development workflow for teams and their coding agents

Qwen3.8-Flash-Next (125B) on a single Strix Halo mini PC: 44-59 tok/s with speculative decoding, ~1,400 tok/s prefill, engine is open

Whistle: speech to text in a 16.9MB file

We’re using GLM-5.3 Flash instead of frontier models on a massive production codebase

Tencent releases Octop, a self-hosted AI assistant

I gave a 21M model a 6.4B-parameter lookup table. It matches a 114M dense model and runs with the table on an SSD (RX 9070)

Update your IDE to restore agent activity in Copilot usage metrics

Image-text retrieval with EmbeddingGemma 2's vision tower, running in the browser on WebGPU

Many, Many Pucks

Can a Cloud-Native Harness Make Agents Reliable Beyond the Desktop?

GitHub Copilot weekly releases — September 28

feat: add GLM5Next MTP, optimize by pwilkin · Pull Request #29928 · ggml-org/llama.cpp

Show HN: NanoMuse – An open-source AI agent for your phone and computer

Managed Deep Agents v0.9: schedules, per-run configuration, and Slack reactions

Purpose-built model for leaked secret detection

Revamping Skills in Deep Agents

Local sandboxing for GitHub Copilot now generally available

Discover local models in GitHub Copilot CLI

llama : add a GPU cache for MoE experts kept in host memory by am17an · Pull Request #29887 · ggml-org/llama.cpp

omni-d1 600M by Liquid AI running in the browser using WebGPU

Claude Haiku 5.5 in GitHub Copilot

llama.cpp on the stage

Tested in Coding: Strata

Jev Can SERIOUSLY Supercharge Your AI Second Brain (Here's How)

ROCm 10.1: Breaking the Data-Movement Bottleneck

Beta: Intent

[audio.cpp] Recent updates you might have missed: Higgs Audio TTS use 48% less VRAM (< 6GB), HTDemucs 2.2× faster, PocketTTS 2.2× faster on CPU, and WebUI generation history feature

Halogen + Qwen Flash Next keeps getting better

Mellum2.1 - a JetBrains Collection

LegalOn halves Codex costs while maintaining development speed

Boro – Linux patch review and testing CLI with a multi-stage agentic workflow

Build great out-of-the-box user experiences with Managed Deep Agents

Qwen3.8-Flash-Next-GSQ-RCO (IQ3_S): ~20-30 tok/sec decode & 300-90k tok/sec prefill on 12GB VRAM + 32GB RAM + NVME

Tested Mellum2.1-12B-A2.5B on PI Coding Agent - surprisingly usable, but not great at one-shot projects

Show HN: Let your AI agents paint big arrows, boxes and text on your screen

Show HN: Rgpu – a PyTorch device whose tensors live on a remote GPU

Show HN: Durable Actors – OSS Durable Objects with configurable compute

Qwen 3.8 Flash Next-GSQ-RCO-IQ2_XS at ~21 tok/s on just an RTX 3060 12GB + 16GB DDR4 RAM(No gate pruning, 100% bit-exact)

GitHub Copilot weekly releases — October 5

Qwen3.8-27B UD-IQ4_XS Heretic + MTP on a 16 GB card with 55-68 tok/s (24gb and 12gb versions available too)

Qwen3.8 27b with 200K ctx + MTP on 12GB Ampere Cards

My "Anthropic/ChatGPT in a box" is... now open source and publicly hosted on Github.

Use Your Claude Plan in Amp

Running Qwen 3.8 Flash Next on a $1000 Local AI Build with Strata

Fully local conversational AI: Whisper + Hermes 8B + Kokoro, zero cloud, running inside a plush toy

Open-source Mac app that runs EmbeddingGemma 2 locally to search your files by what’s in them

Show HN: Apogee: Rebuilding Mozilla's Orbit, fully local and private

Qwen3.8-27B on a single 3090: 140 tok/s on code with a custom megakernel

New controls and chat improvements in Copilot for JetBrains

Is anyone running Qwen3.8 Flash Next with a 1M context?

Engineer / developer observations of Gemma4-31B, Qwen3.8-27B, and 6.1-Sol for software engineering work

[Model] Support MiniCPM-V 4.7 by tc-mb · Pull Request #29416 · ggml-org/llama.cpp

OMG! If you have a Mac with 64GB, try Qwen3.8-Flash-Next-oQ4e-mtp with oMLX!

Running Next Flash IQ3_XXS at ~70 tok/s with 100k context or 2 instances of Qwen 3.6 35B A3B IQ4 at ~145 tok/s with 256k all on $500 of ex mining BC-250 boards

Reminder: try probabilistic MTP if you missed it. Decode +14% on prose

Whistle: speech to text in 16.9 MB

Show HN: BetterWispr – Free, open-source dictation for Mac

Show HN: Diffle, a keyboard-centric diff viewer with LSP support

Reverse Engineering w/ Local?

"Strata" for GLM5.3 Flash is here for some! Project Maya

Every Model That Can Be Run On 10-16GB VRAM Ranked

I ran Qwen 3.8 Flash-Next on my AMD 7900 XTX at 500k context. All local and what a shift it has been.

OpenCode 2.0.26 is out, if you need to constantly prompt "Continue" it's not just your bot AFAIK

SoftwareGym: Scaling Computer-Use Agent Training with Diverse Synthesized Software Environments

VectorDash: A full Windows search replacement incorporating Embeddinggemma-2

Receipt scanner that runs a fine-tuned 0.8B vision model on the phone (free) - detailed cost tracking

QLoRA on ExLlamaV3 Quants - Train @ 2-8bpw

Qwen3.8-Flash-Next on six 3090s with vLLM: 7 users at 262k, 6.5k t/s prefill, 57 t/s decode solo / 206 t/s aggregate with all 7 generating. Fixes for the upstream included.

I made an open-source AI leaderboard that shows the best models your machine can run

LSearch - Spotlight for windows with embedding

Qwen released QwenGyre - RL framework for training AI agents on extremely long complex tasks

graphsignal-top: a `top` for inference GPUs in the open-source Graphsignal profiler, kernels ranked by time, live, with readable names

Can you run Strata Local Ai Engine on a SINGLE 12GB GPU?

You've Got Comments

First Things First, Faster

Show HN: Malleable video editor that adapts to your workflow

I clustered two old Android phones to run a 27B LLM locally. Bypassed RAM limits via C++ RPC split and Hadamard Ternary math (No overheating)

Show HN: Atticus – Hold-to-talk voice assistant for macOS that runs on Claude -p

Show HN: SolidCraft – Open-Source Parametric CAD in Rust (With MCP Support)

Based on advice from LocalLLama implemented a n+2 lookahead prediction for ssd streaming Qwen Flash Next - and it worked!

Building Long-Running Agents with ScaleDown and Deep Agents

Search agent traces by behavior with AI Search in LangSmith

Show HN: Use your OpenAI subscription to create audiobooks

Redesigning source control at Anthropic

How Orange Business Built Live Intelligence on LangChain and LangSmith

Take Puck with You

Enterprise managed settings enforcement updates

Tencent open-sourced Agent Memory and it runs 100% locally on SQLite

Gemini 4 Argon in GitHub Copilot

Why AnythingLLM is moving from Ollama to Lemonade and llama.cpp

Show HN: Parsimony – an open-source benchmark for how much code AI models add

NVIDIA's Run:AI is now apparently under Apache-2.0 license.

Moving a running model's layers between GPUs mid-reply (8 ms, no re-prefill)

ComfyUI v0.40.0 released

Amp puts AI agents to work beyond code with OpenAI models

Very impressed with LFM2.5-24-A2B in Pi Agent

Chicken-coop shed AI PC

Did someone use/try the Qwen flash 3.8 next "coder" model on some work?

Beta: Once

Beta: Jevgrep

Beta: Plannotator

Jev 1.14 ⚡, Grok Voice 3 🎙️, RSI 🔁

Agentic autofix for code scanning alerts general availability

Add Nemotron Super 3.5 VL and Nemotron Bolt 74B A9B support by frozenblade1224 · Pull Request #30520 · ggml-org/llama.cpp

AI Scan for pull requests generally available

October 2026: LangChain Newsletter

The Pulse: OpenAI software engineer accused of spying

UNSLOTH MUSE SPARK OPEN!!

FP4 QAD quant of Qwen3.8-Flash-Next from Nvidia

Ternary Bonsai 2 (2B, 4B, and 9B) just released on Hugging Face. The 2B can run entirely locally in the browser at up to 500 tok/s on an M4 Max with custom WebGPU kernels.

Visual Nerve, Free workflow visualization and simulation with MCP

Multi-repo support and other improvements for GitHub Copilot in Slack and Microsoft Teams

SSR: Structural Signal Retriever for Scalable Agent Discovery in LLM-Orchestrated Multi-Agent Systems

Welcome Beam: a 501B open model you can own, customize, and scale

r/nvidia mods delete post about always on MCP server

Tyger: open-weights streaming ASR + full-duplex turn-control in one model

Stack Overflow for Agents triples signups with ChatGPT plugin

See Your Runner's Desktop

Dario: “With open source you can see the source code. Here we can’t see inside the model.” My 0.646 t/s MiMo-2.6-Pro crammed thru 128GB of Jetson AGX Thor: “Yeah, well, that’s just, like, your opinion, man.”

Show HN: rStation – A shared research lab for your AI agents

llama.cpp has come a long way

Qwen3.8-Flash-Next-GSQ-RCO (IQ3_S): ~40-50 tok/sec decode & 1300-1500 tok/sec prefill at 131k ctx on 12GB VRAM + 32GB RAM + NVME

What do you guys use for chat interface?

pooling OpenAI subscriptions and bypassing regional inference capacity limits

Show HN: Llmspeed – feel how fast a local LLM runs before you buy the hardware

Strata - Qwen 3.8 Flash Next - boosting decoding speed Tip

Why not run Qwen 3.8 Flash Next with the full n-gram-table?

Otaku — an LLM frontend for creative writing

Qwen 27B (IQ4_XS, Q8/Q4 KV) at full 262k context on a 16GB RX 9070 XT: 80+ t/s decode with Adaptive KV Streaming

Fish Audio Drama 3 says it needs a 48 GB NVIDIA card. My 16 GB Radeon disagrees.

2 gaming PCs + an M4 Pro MacBook over Ethernet + 2 iPhone 17 Pro Maxes over USB-C: Qwen3.8 Flash Next at 37-39 tok/s at 60k context (262k layout in the works)

Xolotl (Strata based) - DeepSeek-V4.1-Flash (552B) on a single 4090 at ~27 tok/s, Uncensored 1017 quant coming in a couple of days

You don’t need that expensive of a build for local llms.

DeepSeek v4.1 Flash 1017 for Dwarfstar (ds4)

Ling 3.1 Flash (560B MoE) loaded across 4 DGX Sparks using llama.cpp RPC

Show HN: Things to Do API

Google Open Sources Harness2 for Self Improving AI Agents

Show HN: WhatsApp MCP running free on Cloudflare

Nemotron 3.5 Bolt is okayish for small multiuser setups

Kapitsa: open-source Apple Silicon optimized Metal engine built for Qwen and Nemotron. See benchmarks of Qwen 27B, Nemotron + 8 other models on an M1 Pro (16GB), M4 Pro (48GB) and M5 Max (128GB)

llama server's default port changed from 8080 to 9931

DeepSeek V4.1 Flash at 2.61 bpw + Engram: 26 t/s on dual RTX 3090s with dsx

DeepSeek’s new Flash ⚡, Replit drops Anthropic 🔄, Anthropic’s workforce 💼

My Jev Pi Durable Agent CURATES News: HYPE, FACT, or SIGNAL

llama.cpp support for Cohere models

Assign It To Amp

Copilot model policy API for enterprise, orgs, and teams

GitHub Copilot models deprecated on October 19, 2026

Project Maya Deepseek V4.1 Flash 1017 + GLM 5.3 Local Ai Review

Do not upgrade Strata! Tons of breaking changes!

HermesConsole: A demo showing off VoiceManager, my low latency streaming STT / TTS server. MIT, client docs, and python client.

How To Use Decision Models for Evals

24GB is plenty if your engines take turns

Ask HN: What's your SSH terminal workflow like?

Show HN: OpenFlow – AI Agent Workflow Builder

Improve Qwen3.8-27b low quants by using a prefiller model that streams from SSD

MPS in PyTorch 2.15

AnyLanguageModel 1.0: One Year of Local Models on Apple Platforms

Let Your AI Agent Do ITS OWN Harness Engineering (Here's How)

GitHub package firewall in public preview

Show HN: Penmentor – Claude marks up your handwritten math like a teacher

CanvasObs: Structured Spatial Observation for Agent Editing on 2D Infinite Canvases

ValiAssist: Scaling LLM-generated Programming Feedback Validation by Demonstration

I use local AI to generate personal value on my massive NAS-based archive / library

KFlash: Benchmarks of newly released versions of Apple Silicon optimized engines: 1.4.0 Splash (DFlash2 ~ 50 tok/s) vs 0.2 Kapitsa (KFlash ~65 tok/s), MLX(MTP) & more on Qwen 3.8 27b/4b/35b 4Q on Macbook Pro M4 Pro 48 GB 2024, 48GB & Macbook Pro M1 Pro 16GB 2021

Qwen3.8-Flash-Next @ 1.66bpw-exl3 STABLE under 36gb

DeepSeek DeepInfer 🐋, PyTorch on TPUs ⚡, Ramp’s agent framework 👨‍💻

I built a small on-device voice front-end for local assistants: type any wake word, keep only your voice before STT (5 models, 7.5 MB, Apache-2.0, early preview)

How Specializing the Vocabulary of SLMs Can Cut Inference Cost by 77% in Real Applications

php2shell: patching PHP is easy, finding it is the hard part

Amazing free 3090 speedup hack, verified works 15% PP, 5% TG for free

Tried running 748B DeepSeek-V4.1-Flash on a €2k PC

Cloudflare links vulnerability discovery to defense with OpenAI

Kitten-TTS 2: New Open-source SOTA 1.58 bit TTS (CPU-only with voice cloning, multilingual, emotion control)

Fig: Automated Multiagent Behavior Elicitor

2-bit copy in VRAM + exact residual in system RAM as the verifier: speculative decoding for models that don't fit your GPU

Show HN: Omnara – Open-source alternative to Claude Managed Agents

Self-Hosted Orbs

Beta: durable-harness

Beta: SPACE

Sponsor: Falconer

capy-flash v0.7.1: Qwen3.8-Flash-Next (125B MoE) now runs in 64 GB of RAM (234 tok/s on two 16 GB cards), and Qwen3.8-27B 3-bit fits on a single 16 GB card (174 tok/s)

NVIDIA/OpenShell: safe, private runtime for autonomous AI agents

Show HN: UI micro interactions prompts for AI

Turning Database Grading into RL Rewards: Post-Training Agents with ThinkingBox

Custom skills, agents, and MCP servers in usage metrics API

Donating Agent Skills to the Agentic AI Foundation

GitHub Copilot in Visual Studio — September update

Nemotron-3.5-Embed, Parse, and Rerank

NanoStories Releases!

Probability of backdoors in popular harnesses and LLM inference engines

Started to play around a bit with opencode and this happened during thinking

Turn notifications into code with the GitHub app in Teams

Usage metrics API adds usage from tools like OpenCode

Show HN: Corgi, a helpful {agent, terminal} multiplexer

PSA: Streaming n-grams from SSD will cause SSD wear

Backup your quants!

Is it time to jump ship from OpenCode?

RTX 3080 20GB got reBAR and P2P unlock! +70% prompt processing speed

Show and tell: PolyStrata on my $20 Xeon server

Agentic AI Defense: Decode-Time Provenance Binding for MCP

Is the horror story about AI agent mass deleting your entire drive an old story or it still happen nowadays?

Nvidia GPU UNLOCK for Local AI - 3090's Prefill 62% FASTER!

Fast voice agents with ConvFill

How Ultrafast cut incident investigation from hours to minutes at OpenAI

GPT-6.1 Terra in GitHub Copilot

GPT-6.1 Sol helps CodeRabbit strengthen security across complex codebases

Show HN: Hob - Open-source, on device alternative to Claude Cowork and ChatGPT

Greptile takes bug detection beyond code review with GPT-6 Astra

GitHub Copilot assisted permissions generally available

Coding From the Himalayas With an Offline AI Agent

Amp on Android

4 coding agents on one RTX 3090: ~290 tok/s total from a custom CUDA engine for Qwen3.8-27B (3-4x llama-server --parallel)

Real-time video captioning with LFM3-VL-2B running locally in-browser on WebGPU

How Check Point accelerates vulnerability research with Daybreak

GitHub Copilot supports server-to-server authentication

EREBOTS 4.0: A framework for conversational assistants with A2A agents and MCP tools

Effects of passive Arm-support exoskeleton on dynamic balance in different occupational tasks

Learning to apply Design Thinking in participatory ergonomics: an exploratory study of OHS professionals in Denmark

Recognising and explaining mental workload using low-interference method by fusing speech, ECG and eye tracking signals during simulated flight

Size matters ̶ effect of screen setup on muscle activity and posture in computer work

Leveraging socio-technical systems to tackle grand challenges: Reflections on human-robot teams, hybrid workplaces, med-tech, and digital transformation

My coworker's 36 key Corne open-source keyboard setup

When LLM Tutoring Responses Work: Evidence from Student Programming Conversations

Same Stories, Different Journeys: From Social Comparison to Sensemaking in AI-Mediated Peer Career Exploration

HandPad: A Bimanual Hand Interface for Fluid Window Interactions in VR

Supporting Reflection in LLM-based Exploratory Search

Faster AI, Uneven Frontier: Rapid Crossings, a Jagged Frontier, and the Repositioning of Human Judgment

TRAIL: A Platform for Configurable Human--AI Teaming Experiments

AI advice suppresses people's willingness to say "I don't know", even when the advice is wrong and accuracy is incentivized

Role-specific experiences of inefficiency in the biomedical research and clinical laboratory workforce

Conversational Tactile Data Interfaces: Co-Designing Accessible Data Experiences with Blind Users Using Refreshable Tactile Displays and Conversational AI

When AI Blurs the Boundaries of Contribution: An Empirical Study of Authorship Calibration

Measuring How Students Rely on Generative AI in Academic Writing: Development and Multi-Source Validation of the Generative AI Reliance Types Scale (GenAI-RTS)

Can AR Embedded Visualizations Foster Appropriate Reliance on AI in Spatial Decision-Making? A Comparative Study of AR X-Ray vs. 2D Minimap

Initial static, pseudo-static, dynamic, and cognitive fit evaluation of three passive shoulder exoskeletons while performing simulated manufacturing tasks

Human factors integration in complex systems: Awareness, challenges and strategies

Smart glasses: environmental perception and perceived health effects

System for activity-aware fatigue evaluation (SAFE) framework: Predictive fatigue modelling for occupational tasks

It Matters How You Say It: Exploring Rhetorical Patterns for AI-Assisted Information Evaluation

Informal Learning Emerges in Everyday Human-LLM Interaction

Effectiveness of passive back-support exoskeletons during simulated commercial crab fishing tasks: Acute effects on muscle activity, joint kinematics, and subjective measures

Effects of uncertain system information on users' performance, confidence, and trust in aided linguistic judgement

Toward context-aware and personalized sit-stand desk interventions: Insights from a field observational study

Textual cues, cognitive load, and social fatigue: Unveiling the reasons behind user discontinuance in conversational AI

Knowledge Gaps and Explanation Design in AI Advice: A Cognitive Fit Perspective on User Decision Confidence

The creative tax of videoconferencing: How ideological diversity mitigates creativity losses in virtual teams

Trust erodes, fatigue builds: How prompt uncertainty traps users in recrafting loops

The Digital Mindfulness Scale: Development and longitudinal validation in the workplace

A Comprehensive Evaluation of Job Rotation: Biomechanical Risk, Body Discomfort, and Psychosocial Demands

Comparing Paper- and AR-Based Assembly Manuals in Task Performance, dlPFC Hemodynamic Responses, and Perceived Workload

The Influence of Exposure and Error Type on Estimates of Automation Reliability

Mind-Wandering or Task-Unrelated Thought Reports May Be a Response to Performance Not a Cause of Performance: Using Forced Errors to Impact Thought Content Reports

Vigilance Research Beyond the Laboratory: Methodological Considerations and Practical Insights

Efficiency Pitfalls of Explainable AI in Clinical Diagnostic and Treatment Human-AI Workflows

Human–Artificial Intelligence Collaborative Decision-Making in Emergencies: Relative Advantage Theory

Modeling Human Expertise in a Sanding Task

Compatibility Effects With Simple Lever Tools: A Replication and Extension Beyond Simple Button Responses

System-Wide Trust (SWT) Versus Component-Specific Trust (CST) in Multi-Agent Human–Agent Teams: Individual Variability in Trust Bias

Effects of Task Priority and Difficulty in Multitasking Across Screens

Ethical Decision-Making in the Workplace: Which Factors Influence Decision-Makers’ Willingness to Revise Their Decisions due to AI-Generated Suggestions?

Decision-Supported Visual Search: Effects of Direct and Indirect Cues on Performance and Attentional Mechanisms

A Structural Model of Attentional Effort Dynamics: Evidence From a Naturalistic Discrimination Task

Affective Interruptions Impair Task Performance Less Than Neutral Ones Across Age and Task Demands

Comprehensive Evaluation of Explanation Types in a Spaceflight-Relevant Human–Autonomy Teaming Task

What’s in a Name? Implications of AI Roles and Mind Perception for Human-AI Teams

Can We Learn From Trust in Simulation to Gain Trust in AI?

Systemic Trust in Artificial Intelligence

Does Expertise Matter? A Study of Chile’s Ergonomic Risk Assessment Tool

Effectiveness of Eye-Tracking Metrics in Human-Centric Design of Human-Machine Interface: Cases on Process Control Operations

Three Participatory Methods to Engage Employees in Workplace Research and Design

An Exploratory Study of the Causes of Discomfort From Using Braille Displays

Spatial Discontiguity in Three-Dimensional Augmented Reality Spaces

Satellite Ground Stations: The Need for Additional Research and Standardization

An Empirical Study of Tablet Ergonomics: The Interplay of Temperature, Orientation, and Use Behaviors

Contours of Comfort: Mapping Pressure Landscapes Across Anthropometric Seating Interfaces

Workplace Ergonomics in Bangladesh: A Scoping Review of Anthropometric Mismatches and Musculoskeletal Disorders

Querying Multimodal Scientific Papers with AI: Practices and Preferences Across Blind, Low-Vision, and Sighted Scientists

TargetFinder: Detecting Widgets from Pixels on Desktop Interfaces

Magnus Evo XL review: Height-adjustable gaming desk put to the test

Mitigating psychological discomfort during automation error: A mixed methods research

CRAFT: Exploring Wearable Creative AI on Smart Glasses for Fiction Writing in Real-World Contexts

Transparent by Design, Usable in Practice? A Formative Usability Study of a Conversational Product Advisor

Delegating (or Not) to Machines: How Role Expectations Shape Leaders’ Willingness to Use AI for Communication

Bespoke Visual Assistance: What and How do Blind and Low-Vision People Create with Agentic Programming?

A Method for Constructing a Dynamic Seat Adjustment Model to Mitigate Prolonged-Sitting Discomfort

Touching or Chatting: The Utility of LLMs and Tactile Charts for Learning about Complex Chart Types by BLV Individuals

Relationships Between Trust, Compliance, and Performance for Novice Programmers Using AI Code Generation

Verification Without Distrust: Reframing User-Side Oversight as Routine Epistemic Governance in Everyday Human-Chatbot Interaction

Using Eye Tracking to Identify Comfort Attributes in Office Chairs

How Wrangling Tools Shape Wrangling: A Technical Dimensions Analysis

FleetScape: A Mixed Reality Sandtable for Spatial Supervision and Control of Scalable Drone Fleets

Evaluating the Vergence-Accommodation Conflict in Gaze-Based 3D Target Selection

Stop Shipping AI Agents on Faith: Capability Is Not Production Readiness

$\Sigma$-Mem: An Online Reliability Memory for LLM-based Multi-Agent Systems

More externalization, but less inference? Exploring changes in young learners’ critical thinking during conversational AI bot-supported multimodal writing practice

An experimental investigation on the relationship between seat pan and seat back angles to eliminate the shear force on the seat pan

Cognitive Readiness for Human-AI Collaboration

Visualizing Placement Proposals for Window Arrangement in Mixed Reality: A Comparative User Study

Chat Debugging: An Exploratory Study of Human-AI Collaboration to Debug Analog Circuits

Efficient Optimal Mouse Sensor Position Estimation using Simulated Cursor Trajectories

Revisiting Channel Effectiveness: A Multi-Dimensional Evaluation with Primitive Visual Stimuli

Mixed Uncertainty in One View: Co-Visualizing Statistical Variability and Qualitative Confidence

Toward Resilient Human-AI Collaboration: A Lifecycle Taxonomy of Sociotechnical Risks and Cascading Failures

CaRing: Preventing Carpal Tunnel Syndrome based on Daily Activities from Always-Available Input Device

Topic Matters: How Linguistic Properties can Shape Reading Behaviour in Selective Exposure Studies

Effect of non-neutral seated postures on whole-body vibration measurements

Not Always Top-Left: Untangling the Signals that Guide Dashboard Reading Order

Ergonomic office chair with lumbar support and footrest: Welax S9 Pro hands-on review

Large Language Models Explain Experts Better Than Experts Themselves

Concurrent validity of markerless motion capture for occupational lifting: Kinematics and ergonomic risk assessment

Navigation Alone Is Not Enough: Evaluating Explanatory Assistive UI Agents

TRIBE: Predicting Team Performance via Communication Behavior Ensembles

How Do Senior Qualitative Researchers Perceive the Risks and Opportunities of Using Large Language Models in Qualitative Analysis? An Exploratory Study

Agent Behavioral Contracts II: Certifying Compositional Reliability Without Assuming Independence

From “cost of asking” to “fit of asking”: How seeking help with AI shapes employees’ indebtedness and autonomy in different workplace helping contexts

Ontology-Grounded World Models for Failure Diagnosis and Closed-Loop Repair in Physical AI Systems

How Cognitive Load Affects Dynamic Trust Calibration in Human–AI Collaboration: Evidence for Selective Pathway Effects

YouthShape.US: A New Anthropometric Resource for U.S. Children and Youth

What Cognitive Accessibility Reveals About Data Visualization

Spatial alignment of audio–haptic directional feedback shapes non-visual hand guidance

Chat First, Worry Later: Understanding Individuals' Privacy Perceptions Using ChatGPT in a Work Context

What is the current state of evidence on passive exoskeletons designed to support the lumbar region? A systematic review and meta-analysis of physiological, biomechanical, and user-related outcomes

Assessment of pressure discomfort for over-ear wearables and the relationships with objective metrics

‘I’d feel like management understands (no pun intended) how we feel’: evaluating a hypothetical policy promoting sitting in standing-biased jobs

Effects of prismatic loupes on surgeons’ intraoperative physical workload and musculoskeletal discomfort in operating room

Validating force-estimating insoles for calculating centre of pressure and vertical ground reaction forces during occupational tasks

Mastering a robot workforce: review of single human multiple robots systems and their impact on occupational safety and health and system performance

Automatic estimation of Hand Activity Level from upper-limb trajectories: a probabilistic regression framework

State of science: New frontiers in inclusive design and digital health intervention

Physiological measurement of situation awareness: a study of the validity of EEG and fNIRS during performance and automation monitoring in a complex task

Effects of dynamic lighting on neurobehavioral performance under different mental states in the working area of a space station

Aura: Dynamic Intra-Turn Emotion-Aware Adaptation of Large Language Model Responses

Using physiological measures to assess and diagnose team performance: An interrogative approach

Investigating Human Factors and Ergonomics research: a 4S framework

Applying cognitive and perceptual science to typeface choices

A scoping review on emerging technologies and automation of musculoskeletal ergonomic assessments

Strategic music listening and subjective perceptions: effects on attention and workload across task complexity levels

Enhancing mental workload recognition: a comparison of complexity-based eye movement metrics and conventional features

An ergonomic intervention to minimise physical and physiological stresses in the office standing workstation

REBA integrated with organisational analysis to assess the risk of biomechanical overload in physiotherapists

The effects of prolonged standing in occupational footwear on perceived discomfort, standing balance, and gait biomechanics in young adults

RegulAR: Graph-Grounded Error Recognition and Assistance for Procedural Tasks in AR

Dynamic Tree Colors: Adaptive Discriminable Hierarchies with Minimum Instability

Graphionale: How Graph Visualizations of LLM Rationales Affect Human Decision Making

Too Much of the Same: From Algorithmic to Human Bias in Learning to Defer

User Preferences for UI Anchoring in MR: Effects of Task Mobility and Interface Properties

Not All Explanations Are Sought: Information-Seeking Psychology for Human-Centered XAI

Toward Postural State Classification in Immersive VR with Multimodal Data and Explainability Analysis

Collaboratively Eliciting Gestures for Geospatial Data Exploration on an MSE with Tangibles and Styluses

FocusBuddy: Encouraging Healthy Desk-Work Habits by Caring for a Virtual Pet on a Water Bottle

ErgoAssist: Cognition-Aware Posture Feedback in Wearable Ergonomic Systems

RecalibrateGPT: AI Fatigue Resilient Conversational Interfaces

From tabbing to talking: LLM-driven conversational agents for web form interaction

Training for vigilance on the move using knowledge of results: The effects of feedback type on performance and subjective response

A video-based assessment tool using machine learning for ergonomic risk prediction in manual lifting tasks

Models of automation proportion in human-in-the-loop systems and operator situation awareness responses

The Max–Min Kano framework: A context-sensitive method for evaluating office design features

How Far Do Capability Cues Travel? Anthropomorphism and Differentiated Trust in a Platform-Embedded AI Assistant

Gender and Stature Effects on Cervical Flexion During Smartphone Use in Walking and Stair Tasks

The effects of resilience-oriented workspace interventions: combining social network analysis and organizational quality indicators

Synthetic TLX: Forecasting Human Workload Using Agent Simulation

DeepSeek engineer relections on RSI - burying my talent to yesterday

Code in Space: How Multimodal Human-AI Experience Can Reshape the Future of Tech Creation

A11yLTLNav: Automatic Detection of Accessibility Navigation Failures

AESSI: An Around-Ear Silent Speech Interface for Cross-Day Online Reuse without Test-Day Calibration

Visual Embellishments are Potential Distractions in Double-Column Reading

Adaptive Scaffolding Needs Contingency: An AI Tutor That Escalates and Fades on What the Learner Does

How Did Writing Change At CHI? Analyzing 44 Years of CHI Writing Before and After the Introduction of Large Language Models

Measurement properties of an adapted stadiometric protocol to assess spinal shrinkage: On the use of an optical approach to measure lumbar specific measures

When Direct Manipulation Becomes a Guess: Productive Friction in AI-Mediated Multisensory Visualization

Firefighter turnout gear limits the ability to reach down for an object without flexing the spine

Understanding Creative Design Practices among Data Artists

Signals of AI Hallucination: Designing Hallucination-Aware Cues for Embodied Conversational Agents in VR

Using inertial measurement units to characterize musculoskeletal risk factors in a pilot study of a passive shoulder exoskeleton during a drilling-fastening task

Sex differences in biodynamic response to seated whole-body vibration: A scoping review

Accessible, but Not Adopted: Increasing LLM Adoption among First-generation, Low-income (FGLI) College Students beyond Expanding Access

Learning aircraft procedures through an immersive virtual reality environment

One Tool, One Taste? How Vibe Coding Trades Collective Diversity for Individual Creativity

C-LISTEN: Cognitive Load Impacts of Sensory-Triggered Environmental Navigation in Virtual Reality

Solving Multi-Agent Sokoban via LaCAM

When the AI Leaves the Tailorshop: Measuring What an LLM Advisor Leaves Behind in Complex Problem Solving

Preliminary Evaluation of Transition-Aware Controller Locomotion Adaptations for Supporting Postural Stability in VR

HAND CLEARANCES IN ERGONOMIC DESIGN: A SCOPING REVIEW OF TYPES, METHODS, AND MEASUREMENTS

Workplace management of musculoskeletal and mental health risks: translating evidence into practice

Connectedness, Cognitive Load, and Human-AI Oversight in Cyber Operations

Tracking Human Daily Cognitive Activity from EEG and Biometric Data

The Effects of Air-Conditioning and Road-Traffic Noise on Perceived, Cognitive, and EEG Responses in a University Classroom

Harnessing the power of AI in qualitative research: Role assignment, engagement, and user perceptions of AI-generated follow-up questions in semi-structured interviews

Beyond Activation: Gaze Invocation with Visible Status for an Embodied AR Assistant in Co-Located Collaboration

Know the Shape, Find the Fault: Topology-Conditioned Diagnosis of Multi-Agent LLM Failures

Magic Pen: Automatic Pen Mode Switching for Document Annotation

Physiological and behavioral modeling of stress and cognitive load in web-based question answering

r/ADHD: Community-Based Understandings of Time Management Challenges in Digital Environments

From Instructional Intent to Classroom-Ready Lessons: Investigating Teacher-AI Collaboration in Lesson Authoring for Secondary Computing Education

Think Once, Reflect Twice: How Feedback Shapes Human-AI Collaboration

Sex-specific electromyographic, performance, and symptomatic differences between sitting and cycling computer workstations

DISARM-ing the Hidden Puppetmaster: An Interface for Exposing Manipulative Tactics in Large Language Models

Designing for Imperfect Prompts: A Simulation-Based Evaluation of an LLM-Based Enterprise Data Assistant Using Knowledge Graphs

Characterizing adaptation to using exoskeletons: A narrative review and assessment framework for occupational contexts

The Differential Effects of AI Abstention on Advice Acceptance

From AI-Free Gates to AI-First Work: How Engineering Students in India Navigate University Education and Campus Placements Without AI Guidelines

Warping the Workspace: Expanding Visual Access with Adjustable Reach Mapping for Humanoid Teleoperation

Awakening from a nighttime nap: physiological and cognitive effects of sleep inertia and behavioral countermeasures

Evaluating virtual reality work environments: cognitive and physiological impacts on office workers

Human vigilance in the age of intelligent machines: Challenges and prospects

Vibrotactile feedback using exposure variation analysis to reduce musculoskeletal risk in surgical simulation

Digital twin-driven, human-centric ergonomic risk forecasting in automotive and industrial assembly: a collective case study

Measuring undergraduate students' reliance on generative AI during problem-solving: Scale development and validation

When Should I Trust This? Designing and Evaluating Factuality Indicators for LLM-based Chatbots

Toward Neuroadaptive Communication Interfaces: A Framework for Personalized Speech and Language Support

Accuracy is not enough: The roles of accuracy, reliability and personality in the trust process

Science-Fiction Transformation as a Design Lens for Visualization Transformation

Make Volta Fast Again

When Should You Disclose AI Use? The PACED Framework

Adding logit penalty for "wait", "maybe" and "perhaps" to Qwen models improves their accuracy

Qwen3.8 Flash Next fixed my GNOME extension

Layout Buffet - Unicode

Show HN: VoidAccess – open-source dark web OSINT, from query to a graph

Bringing Omarchy's Hyprland Workflow to macOS

AI Makes Us WAY Faster but Fries Our Focus (Here's What I Do About It)

Summary

A Reddit post claims that low-cost GPUs will become available next year.

Why it matters

Provides a lead for hardware planners, though no sourcing, specifications, or supporting evidence are supplied.

Score 1.50AI hardware & peripherals

r/LocalLLaMA · T22026-10-27original ↗ · G·3083

The reason why 5090's are $10k now...

Summary

A Reddit post claims to explain why RTX 5090 graphics cards now sell for around $10,000. No excerpt or supporting details are available.

Why it matters

Without an excerpt, this is only an unsupported signal about premium GPU pricing, not a reusable explanation or documented pricing analysis.

Score 2.10AI hardware & peripherals

r/LocalLLaMA · T22026-10-27original ↗ · G·3078

8x R9700 System Upgrade

Summary

A LocalLLaMA post presents a system upgrade involving eight AMD Radeon R9700 graphics cards. No configuration details, workloads, or performance results are included in the available excerpt.

Why it matters

The unusually dense multi-GPU configuration may offer hardware-planning references for local AI workloads, but the missing details limit its current usefulness.

Score 3.78curatedAI hardware & peripherals

Alex Ziskind (YouTube) · T1.52026-10-27original ↗ · G·3069

I Ran A 27B Model On A PC That Fits In One Hand… Didn't Expect This

Summary

The creator demonstrates running a 27-billion-parameter language model on a Khadas Mind Pro mini PC with a dock, while noting that his initial troubleshooting focused on the wrong problem.

Why it matters

A compact local-AI hardware test provides a concrete example of what a palm-sized workstation can handle.

Score 2.88AI hardware & peripherals

Notebookcheck · Notebook Reviews · T1.52026-10-27original ↗ · G·3068

HP OmniBook X 14 Review: This Panther Lake productivity powerhouse lasts 17 hours, but HP wants $1,900

Summary

Notebookcheck reviews HP’s OmniBook X 14 with an Intel Core Ultra 7 356H, a 120 Hz OLED touchscreen, an aluminum chassis, and 17-hour battery life. The tested premium configuration is priced at $1,900.

Why it matters

Useful for buyers narrowing the premium notebook market; it pairs measured endurance with a clear view of the specification-to-price tradeoff.

Score 2.40AI hardware & peripherals

r/LocalLLaMA · T22026-10-26original ↗ · G·3055

GPU unlocks (FP32 accumulation): Why can it be unlocked on Turing (RTX 20), Ampere (RTX 30) and Ada (RTX 40) but no consumer Blackwell (RTX 50) and some misconceptions.

Summary

A technical discussion of unlocking FP32 accumulation on NVIDIA GPUs, comparing support across Turing, Ampere, and Ada with consumer Blackwell while addressing common misconceptions.

Why it matters

Records a version-specific hardware capability and architectural limits useful for validating GPU configurations and troubleshooting unsupported acceleration paths.

Score 2.40AI hardware & peripherals

r/LocalLLaMA · T22026-10-26original ↗ · G·3056

I built an engine that runs Qwen-Flash-Next at nearly 400t/s on cheap(ish) hardware. 3x V100 32GB in an old R740. Originally forked from strata but the engine guts all built for the old Volta generation.

Summary

A developer reports that a custom inference engine, forked from Strata and optimized for Volta, runs Qwen-Flash-Next at nearly 400 tokens per second on three used V100 32GB GPUs in an R740 server.

Why it matters

Provides a concrete reference for high-throughput local inference; benchmark methodology, engine code, and reproducibility details remain unspecified.

Score 1.50AI hardware & peripherals

r/LocalLLaMA · T22026-10-26original ↗ · G·3051

Price 5080 10 days

Summary

A Reddit post in r/LocalLLaMA titled “Price 5080 10 days” appears to concern the RTX 5080’s price over a ten-day period; no further context is available.

Why it matters

The title may flag a short-lived GPU pricing change relevant to local-AI builders, but the missing context prevents verification.

Score 3.06AI hardware & peripherals

Notebookcheck · Notebook Reviews · T1.52026-10-26original ↗ · G·3047

HP OmniBook Ultra 16 Spark review: Choose your RAM configuration carefully

Summary

Notebookcheck says HP OmniBook Ultra 16 Spark delivers strong performance per watt and a well-designed chassis, but its $3,200 32 GB configuration is costly and bundled software still needs refinement. Buyers are advised to select RAM options carefully.

Why it matters

The review exposes memory-pricing and software caveats omitted by headline specifications, giving prospective buyers concrete comparison points before purchasing.

Score 3.60AI hardware & peripherals

Alex Ziskind (YouTube) · T1.52026-10-26original ↗ · G·3044

I Ran A 27B Model On A Hand-Sized PC… Didn't Expect This

Summary

Alex Ziskind demonstrates a 27-billion-parameter language model running on the Khadas Mind Pro and discusses troubleshooting a mistaken fix while using the compact computer.

Why it matters

Useful first-hand evidence for assessing local-model performance, configuration, and troubleshooting before investing in compact inference hardware.

Score 3.42AI hardware & peripherals

Notebookcheck · Notebook Reviews · T1.52026-10-26original ↗ · G·3042

Vzmore AX9 Max review: Powerful mini PC with Ryzen 9 aims to impress with quiet cooling

Summary

A review of the Vzmore AX9 Max mini PC, featuring a Ryzen AI 9 HX 470, Radeon 890M graphics, dual-channel memory, and vapor-chamber cooling, with testing of sustained performance at a 65-watt load.

Why it matters

Provides original thermal and performance data on a less-common Ryzen AI mini PC, useful for assessing compact hardware for local AI workloads.

Score 1.95AI hardware & peripherals

r/LocalLLaMA · T22026-10-26original ↗ · G·3041

3090 died, looking for replacement card

Summary

A LocalLLaMA user reports that their RTX 3090 has failed and asks for recommendations on a replacement graphics card.

Why it matters

May document a hardware failure and provide current replacement options, though the missing excerpt limits assessment of technical detail.

Score 1.80Agent tools & setup

Digital Spaceport (YouTube) · T22026-10-26original ↗ · G·3040

Nvidia GPU UNLOCK for Local AI - 3090's Prefill 62% FASTER!

Summary

A Digital Spaceport video claims that unlocking an Nvidia RTX 3090 can accelerate local-AI prefill by 62%. The supplied description contains only standard YouTube promotional text, with no setup instructions, benchmark method, or supporting details.

Why it matters

The claimed 3090 prefill improvement may interest local-AI builders, but the provided material lacks configuration steps or evidence needed to evaluate it.

Score 2.85AI hardware & peripherals

Hacker News · Show HN (50+ points) · T22026-10-25original ↗ · G·3039

Show HN: A Truly Modular Keyboard

Summary

The project presents a modular keyboard called Keybytes, with its design materials hosted in a GitHub repository for examination.

Why it matters

Provides a concrete hardware reference for readers comparing modular input designs and the engineering choices behind them.

Score 2.40AI hardware & peripherals

r/LocalLLaMA · T22026-10-24original ↗ · G·3022

CMP170HX inspiration unlocks 30x/40x also, up to 2X Prefill speedup --> NVIDIA RTX 30 & RTX 40 GPUs Get Impressively Fast In AI LLMs As Compute Doubles With New Unlock Tool But Prices Surge Too

Summary

The post describes a CMP170HX-inspired unlock for NVIDIA RTX 30- and RTX 40-series GPUs, claiming 30× or 40× gains in some AI LLM operations, up to 2× prefill speed, doubled compute, and higher prices.

Why it matters

Relevant to owners of installed RTX hardware, where performance unlocks may affect whether a new GPU purchase is necessary.

Score 2.40AI hardware & peripherals

r/LocalLLaMA · T22026-10-24original ↗ · G·3021

M6 Mac Mini owners (32GB): now you can run Qwen3.8-27B in high quality on the Apple Neural Engine

Summary

The title claims that 32 GB M6 Mac Mini systems can run the Qwen3.8-27B model at high quality using the Apple Neural Engine.

Why it matters

It identifies a hardware-specific local inference setup that owners of this Mac Mini configuration could test and reproduce.

Score 2.25AI hardware & peripherals

r/LocalLLaMA · T22026-10-23original ↗ · G·3016

Been tracking intel b60 b65 b70 prices, they jumped 30% today.

Summary

A LocalLLaMA user reports that tracked prices for Intel B60, B65, and B70 products rose by 30% in one day.

Why it matters

Useful as a same-day buying signal for readers planning local AI hardware purchases, though the underlying price data is not shown.

Score 3.24AI hardware & peripherals

Alex Ziskind (YouTube) · T1.52026-10-23original ↗ · G·3013

This Laptop Beat My DGX Spark... Then I Unplugged It

Summary

Alex Ziskind compares an MSI RTX Spark laptop with an NVIDIA DGX Spark and examines performance after disconnecting the desktop from power.

Why it matters

A firsthand comparison of current local-AI hardware includes an unusual unplugged test that may clarify performance and power constraints.

Score 2.70AI hardware & peripherals

r/LocalLLaMA · T22026-10-23original ↗ · G·3010

Small post about what are the unlocks for RTX consumer GPUs, which ones are affected, in which tasks and which ones are feasible to do an unlock.

Summary

A post detailing which software or firmware unlocks exist for RTX consumer GPUs, which specific GPU models are affected, which AI/ML tasks benefit, and which unlocks are practically feasible to perform.

Why it matters

Maps specific RTX consumer GPU unlocks to concrete AI workloads, letting readers judge which modifications are worth attempting on their own hardware.

Score 1.65AI hardware & peripherals

r/LocalLLaMA · T22026-10-23original ↗ · G·3000

Anyone checked gpu unlock for rtx 30-40 cards?

Summary

Reddit post on r/LocalLLaMA asking whether anyone has tried GPU unlock modifications on NVIDIA RTX 30 and 40 series cards, presumably to expose disabled cores or additional VRAM for local LLM workloads.

Why it matters

A community question on a niche hardware-modification angle that, if answered with a working method, could expand local LLM compute on existing consumer GPUs.

Score 2.40AI hardware & peripherals

Level1Techs (Wendell, YouTube) · T22026-10-22original ↗ · G·2980

A Business-Level Workstation Build for "Cheaper" AI Tokens. Ft. Silverstone Alta T2 and EPYC 9575F

Summary

A Level1Techs video presents a workstation build aimed at reducing AI inference costs, pairing an AMD EPYC 9575F processor with a Silverstone Alta T2 case for business-level local AI workloads.

Why it matters

Hands-on build from a trusted reviewer targeting cheaper local LLM inference, useful for anyone weighing self-hosted AI against API pricing.

Score 2.70AI hardware & peripherals

r/LocalLLaMA · T22026-10-22original ↗ · G·2979

Q4 flash next for £300/600 👀 - snapdragon mini PC results update - 315/43 Tok/s A3b, 46/20 Tok/s Flash Next (read/gen) 💥

Summary

A Reddit user shares benchmark results for a Snapdragon mini PC priced at £300/600, reporting 315/43 tokens/sec on an A3B model and 46/20 tokens/sec on Q4 Flash (read/generation).

Why it matters

Concrete token-per-second figures and pricing for a Snapdragon mini PC running local LLMs give readers a usable baseline for evaluating budget local-AI hardware.

Score 2.85Agent tools & setup

r/LocalLLaMA · T22026-10-22original ↗ · G·2973

capy-flash v0.7.1: Qwen3.8-Flash-Next (125B MoE) now runs in 64 GB of RAM (234 tok/s on two 16 GB cards), and Qwen3.8-27B 3-bit fits on a single 16 GB card (174 tok/s)

Summary

capy-flash v0.7.1 runs Qwen3.8-Flash-Next, a 125B MoE model, at 234 tok/s across two 16 GB cards with 64 GB system RAM, and fits a 3-bit Qwen3.8-27B on a single 16 GB card at 174 tok/s.

Why it matters

Concrete throughput numbers for running 125B MoE and 27B dense models on consumer GPUs, useful for sizing local inference setups.

Score 3.60Papers & ergonomics

Ergonomics (Taylor & Francis) · T12026-10-22 (crawled)original ↗ · G·2964

Evaluating virtual reality work environments: cognitive and physiological impacts on office workers

Summary

Peer-reviewed study in Ergonomics (Vol 69, Issue 11, Nov 2026) evaluating virtual reality work environments and their cognitive and physiological effects on office workers.

Why it matters

Peer-reviewed measurement of cognitive and physiological load in VR-based office work — useful baseline as VR workstations move from demos to deployments.

Score 2.70AI hardware & peripherals

r/LocalLLaMA · T22026-10-22original ↗ · G·2971

Llama.cpp PR: How to beat strata decode performance with a R9700

Summary

A pull request to llama.cpp details a method for surpassing existing decode performance benchmarks on an AMD R9700 GPU, likely accompanied by test results in the PR.

Why it matters

Concrete PR-level guidance for AMD R9700 owners running local inference; narrower and more specific than typical LocalLLaMA threads.

Score 2.25Agent tools & setup

r/LocalLLaMA · T22026-10-21original ↗ · G·2947

Amazing free 3090 speedup hack, verified works 15% PP, 5% TG for free

Summary

A claimed free optimization hack for the RTX 3090 GPU reportedly yields 15% faster prompt processing and 5% faster token generation in local LLM inference, with stated verification.

Why it matters

Specific benchmarked speedups on a common consumer GPU are worth a look for anyone tuning local inference throughput.

Score 2.40Agent tools & setup

r/LocalLLaMA · T22026-10-21original ↗ · G·2948

Tried running 748B DeepSeek-V4.1-Flash on a €2k PC

Summary

A reddit user on r/LocalLLaMA reports attempting to run a 748B-parameter DeepSeek-V4.1-Flash model on a €2,000 desktop PC, testing the limits of budget local inference hardware.

Why it matters

Documents an extreme cost-to-capability benchmark for local LLM inference; useful reference point for anyone planning budget hardware for large model runs.

Score 3.42Agentic workflow patterns

Hugging Face Blog · T1.52026-10-21original ↗ · G·2944

Train in Simulation, Deploy on a Real Robot: Microduck with Isaac Lab 3.0

Summary

NVIDIA and Hugging Face announce Microduck, an affordable open-source bipedal robot from Pollen Robotics, with a tutorial to train walking policies in Isaac Lab 3.0 and Newton simulation, export as ONNX, and deploy on the real robot. Models can be shared on the Hugging Face Hub or submitted to the Microduck Arena competition.

Why it matters

Concrete sim-to-real deployment pipeline for a new open-source biped robot, with the tools, export format, and sharing hub specified.

Score 3.24AI hardware & peripherals

Hugging Face Blog · T1.52026-10-21original ↗ · G·2940

Profiling TorchNeuron (Part 1): System-level profiling on AWS Trainium.

Summary

Amazon's blog on profiling AI inference performance on AWS Trainium using TorchNeuron, its open-source PyTorch backend. Covers systematic bottleneck analysis, profiling modes, and Neuron-PyTorch integration via PrivateUse1 and torch_neuronx, aimed at practitioners with no prior profiling experience.

Why it matters

First-party walkthrough on diagnosing model slowness specifically for Trainium. Doubles as a primer on general PyTorch backend profiling for anyone working with custom AI accelerators.

Score 0.90AI hardware & peripherals

r/LocalLLaMA · T22026-10-21original ↗ · G·2941

Now that 3090 frenzy warning post makes sense.

Summary

A Reddit user on r/LocalLLaMA remarks that an earlier warning post about the RTX 3090 frenzy now makes sense in hindsight. No further detail or excerpt is available.

Why it matters

Retroactive community remark about 3090 market dynamics; value depends entirely on unseen comment thread and adds little without it.

Score 2.70Agent tools & setup

r/LocalLLaMA · T22026-10-21original ↗ · G·2938

I built a small on-device voice front-end for local assistants: type any wake word, keep only your voice before STT (5 models, 7.5 MB, Apache-2.0, early preview)

Summary

A developer released an early preview of an on-device voice front-end for local AI assistants, supporting custom wake words and shipping five models totaling 7.5 MB under Apache-2.0.

Why it matters

Concrete open-source component for adding local voice input to agent setups, with a small footprint and user-defined wake words worth testing early.

Score 2.70Agent tools & setup

r/LocalLLaMA · T22026-10-21original ↗ · G·2933

KFlash: Benchmarks of newly released versions of Apple Silicon optimized engines: 1.4.0 Splash (DFlash2 ~ 50 tok/s) vs 0.2 Kapitsa (KFlash ~65 tok/s), MLX(MTP) & more on Qwen 3.8 27b/4b/35b 4Q on Macbook Pro M4 Pro 48 GB 2024, 48GB & Macbook Pro M1 Pro 16GB 2021

Summary

Benchmarks comparing newly released Apple Silicon optimized inference engines — KFlash 0.2 Kapitsa (~65 tok/s) and DFlash2 1.4.0 Splash (~50 tok/s) against MLX(MTP) — on Qwen 4B/8B/27B at 4Q quantization, tested on MacBook Pro M4 Pro 48GB and M1 Pro 16GB.

Why it matters

Firsthand tok/s numbers for newly released local-inference engines on Apple Silicon help readers pick a runtime and match model size to their Mac.

Score 1.80Agent tools & setup

TLDR AI · T22026-10-21original ↗ · G·2937

DeepSeek DeepInfer 🐋, PyTorch on TPUs ⚡, Ramp’s agent framework 👨‍💻

Summary

TLDR AI newsletter headline covering three items: DeepSeek DeepInfer, PyTorch running on TPUs, and Ramp's agent framework, plus a webinar promo on AI spend governance.

Why it matters

Cursory digest of three agent-stack releases; useful as a pointer but the provided excerpt carries no technical depth or actionable detail.

Score 2.85AI hardware & peripherals

r/LocalLLaMA · T22026-10-20original ↗ · G·2916

I built an RK3588 NPU runtime without any proprietary inference libraries: Qwen3.5-4B at ~10 tok/s, ~2x faster than vendor SDK.

Summary

Developer built a custom runtime for the RK3588 NPU without proprietary inference libraries, reporting ~10 tok/s with Qwen3.5-4B, roughly 2x faster than the vendor SDK on the same hardware.

Why it matters

Concrete engineering result on edge NPU inference with reproducible numbers; relevant to anyone deploying local models on RK3588 hardware without vendor lock-in.

Score 3.40Papers & ergonomics

Applied Ergonomics (ScienceDirect) · T12026-10-20 (crawled)original ↗ · G·2908

Characterizing adaptation to using exoskeletons: A narrative review and assessment framework for occupational contexts

Summary

Narrative review synthesizing research on adaptation to occupational exoskeleton use, proposing an assessment framework for evaluating worker adaptation in workplace contexts.

Why it matters

Consolidates scattered adaptation findings into a structured framework, giving practitioners a reference point for planning and evaluating exoskeleton deployments.

Score 3.78curatedAgent tools & setup

Hugging Face Blog · T1.52026-10-20original ↗ · G·2906

MPS in PyTorch 2.15

Summary

The PyTorch team at Hugging Face details MPS backend improvements in PyTorch 2.15: replacing MPSGraph with dedicated Metal kernels, better error reporting for unsupported hardware/OS, and requires macOS 15+ and Python 3.11+ on Apple Silicon Macs.

Why it matters

Firsthand account from the maintainers of upstream changes affecting anyone running transformers, diffusers, or ComfyUI on Apple Silicon. Lists concrete compatibility requirements and practical availability checks.

Score 2.34AI hardware & peripherals

Notebookcheck · Notebook Reviews · T1.52026-10-19original ↗ · G·2893

Microsoft Surface Laptop Ultra RTX Spark Review - The 2000-nits Mini-LED panel is a problem

Summary

The Microsoft Surface Laptop Ultra with RTX Spark has a 2000-nit Mini-LED panel that, while extremely bright, exhibits ghosting and lacks local dimming, raising questions about Microsoft's hardware priorities despite the product being otherwise competent.

Why it matters

Hands-on display findings on a flagship laptop that buyers evaluating screen quality for creative or office work should weigh before purchasing.

Score 3.00Agent tools & setup

r/LocalLLaMA · T22026-10-19original ↗ · G·2885

Kapitsa: open-source Apple Silicon optimized Metal engine built for Qwen and Nemotron. See benchmarks of Qwen 27B, Nemotron + 8 other models on an M1 Pro (16GB), M4 Pro (48GB) and M5 Max (128GB)

Summary

Open-source Metal inference engine "Kapitsa" optimized for Apple Silicon, with benchmarks of Qwen 27B, Nemotron and eight other models on M1 Pro (16GB), M4 Pro (48GB) and M5 Max (128GB) hardware.

Why it matters

Cross-chip local LLM inference benchmarks spanning M1 Pro through M5 Max are rarely published; useful for anyone choosing or running models on Apple Silicon.

Score 2.40AI hardware & peripherals

r/LocalLLaMA · T22026-10-18original ↗ · G·2874

PSA: Power limit your 5090s!

Summary

A public service announcement urging owners of NVIDIA RTX 5090 GPUs to apply power limits, presumably to control heat, power draw, noise, or stability under sustained loads such as local AI inference and training.

Why it matters

Flags a concrete configuration adjustment for newly released flagship GPUs commonly used in local LLM and AI workloads, where thermal and power headroom materially affect sustained performance.

Score 2.55Agent tools & setup

r/LocalLLaMA · T22026-10-18original ↗ · G·2872

Ling 3.1 Flash (560B MoE) loaded across 4 DGX Sparks using llama.cpp RPC

Summary

A community post reports running the 560-billion-parameter Mixture-of-Experts model Ling 3.1 Flash distributed across four NVIDIA DGX Spark machines using llama.cpp's RPC backend for inference.

Why it matters

Concrete distributed-inference recipe on a niche multi-node setup; useful reference for anyone stacking DGX Sparks or experimenting with llama.cpp RPC for large MoE models.

Score 2.55Agent tools & setup

r/LocalLLaMA · T22026-10-17original ↗ · G·2868

Xolotl (Strata based) - DeepSeek-V4.1-Flash (552B) on a single 4090 at ~27 tok/s, Uncensored 1017 quant coming in a couple of days

Summary

A new Strata-based inference engine called Xolotl is reported to run DeepSeek-V4.1-Flash, a 552B parameter model, on a single RTX 4090 at roughly 27 tokens per second, with an uncensored 1017-bit quantization announced as forthcoming.

Why it matters

Single-GPU inference of a 500B+ class model at usable speed, if reproducible, raises the ceiling for local agentic setups on consumer hardware.

Score 2.55Agent tools & setup

r/LocalLLaMA · T22026-10-17original ↗ · G·2867

2 gaming PCs + an M4 Pro MacBook over Ethernet + 2 iPhone 17 Pro Maxes over USB-C: Qwen3.8 Flash Next at 37-39 tok/s at 60k context (262k layout in the works)

Summary

A user on r/LocalLLaMA reports a heterogeneous local LLM inference rig: two gaming PCs and an M4 Pro MacBook over Ethernet plus two iPhone 17 Pro Maxes over USB-C, running Qwen3.8 Flash Next at 37-39 tok/s at 60k context, with a 262k context layout planned.

Why it matters

Concrete multi-device pooling of consumer hardware for local inference, with measured throughput. Useful reference for anyone building distributed local LLM setups from mixed gear.

Score 1.65Agent tools & setup

r/LocalLLaMA · T22026-10-17original ↗ · G·2866

Fish Audio Drama 3 says it needs a 48 GB NVIDIA card. My 16 GB Radeon disagrees.

Summary

A user reports that Fish Audio Drama 3 reportedly requires 48 GB of NVIDIA VRAM and is incompatible with their 16 GB AMD Radeon GPU, highlighting hardware and vendor constraints for running the model locally.

Why it matters

A common local-LLM pitfall: a single audio model demands high-end NVIDIA VRAM and excludes AMD users, useful warning before others invest setup time.

Score 2.70AI hardware & peripherals

r/LocalLLaMA · T22026-10-17original ↗ · G·2865

Modify and load custom VBIOS on Windows and Linux, on Blackwell 2.0 (RTX 50 Series)/Ada(RTX 40 Series)/Ampere (RTX 30 Series) without flasing, for example to lower power limits (and which cards were tested)

Summary

Guide to modifying and loading custom VBIOS on Windows and Linux for RTX 50, 40, and 30 series GPUs without flashing firmware, with tested card list and example use cases such as lowering power limits.

Why it matters

Concrete GPU tuning method for AI workstations, tested across three NVIDIA generations, with a no-flash approach that lowers risk of bricking hardware.

Score 3.42AI hardware & peripherals

Alex Ziskind (YouTube) · T1.52026-10-17original ↗ · G·2861

DGX Spark Dell GB10 2 Node Cluster

Summary

Alex Ziskind demonstrates wiring eight NVIDIA DGX Spark units into a 1TB VRAM cluster using a 400Gbps switch, going beyond NVIDIA's documented two-node configuration. Gear links provided.

Why it matters

Firsthand 8-node DGX Spark cluster build with gear links, documenting what NVIDIA does not officially cover past two nodes.

Score 1.95AI hardware & peripherals

r/LocalLLaMA · T22026-10-17original ↗ · G·2860

Nvidia has officially confirmed that the 5090 is not discontinued and will continue shipping.

Summary

Nvidia has officially confirmed that the RTX 5090 GPU is not discontinued and will continue shipping to market.

Why it matters

Clears purchase hesitation for workstation builders waiting on 5090 supply; one-line official statement with no performance or pricing detail.

Score 2.55Agent tools & setup

Hacker News · Show HN (50+ points) · T22026-10-17original ↗ · G·2858

Show HN: Llmspeed – feel how fast a local LLM runs before you buy the hardware

Summary

A web-based tool that benchmarks local LLM inference speed on a user's own hardware, letting people gauge performance before purchasing new machines for running LLMs locally.

Why it matters

Removes guesswork from local LLM hardware decisions by letting you measure real inference speed on your existing setup first.

Score 2.10Agent tools & setup

r/LocalLLaMA · T22026-10-16original ↗ · G·2851

Dario: “With open source you can see the source code. Here we can’t see inside the model.” My 0.646 t/s MiMo-2.6-Pro crammed thru 128GB of Jetson AGX Thor: “Yeah, well, that’s just, like, your opinion, man.”

Summary

A Reddit post pairs a quote from Dario Amodei stating that closed models are opaque while open source allows code inspection, with a firsthand claim of running a MiMo-2.6-Pro model locally on a 128GB Jetson AGX Thor at 0.646 tokens per second, framed as a rebuttal to that statement.

Why it matters

A concrete data point on running a model on edge AI hardware, set against a notable quote on model opacity from a major lab CEO. Useful as a small ledger entry.

Score 2.40Agent tools & setup

r/LocalLLaMA · T22026-10-16original ↗ · G·2854

Qwen3.8-Flash-Next-GSQ-RCO (IQ3_S): ~40-50 tok/sec decode & 1300-1500 tok/sec prefill at 131k ctx on 12GB VRAM + 32GB RAM + NVME

Summary

Reddit post reports a Qwen3.8-Flash-Next model in IQ3_S quantization running at roughly 40-50 tok/sec decode and 1300-1500 tok/sec prefill at a 131k context window on a 12GB VRAM + 32GB RAM + NVMe setup.

Why it matters

Concrete per-stage token throughput for a tight 12GB VRAM build at long context, useful as a sizing baseline for local LLM rigs.

Score 1.05AI hardware & peripherals

r/LocalLLaMA · T22026-10-16original ↗ · G·2846

Show me your rack

Summary

Community show-and-tell thread on r/LocalLLaMA asking users to post photos of their server or hardware racks used to run local LLM workloads. No technical detail or excerpt available.

Why it matters

Recurring show-and-tell format; useful only for visual inspiration and rarely contains transferable build details for readers running their own local stacks.