Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2608.20342.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

PrimeAgentOrchestrator (PAO) is a system that spawns Claude Code instances pre-loaded with compiled memories drawn from a PostgreSQL entity-observation database and a Cloudflare Worker semantic index, fused at spawn time and delivered via filesystem injection that exploits the agent's config auto-read behavior. The paper reports four months of deployment (Dec 2025–Mar 2026), documenting three generations of context delivery, the failure modes that triggered each redesign, and the tradeoffs of bridging heterogeneous memory backends.

Long-running experience report of a real personal AI infrastructure deployment, with concrete failure modes and a filesystem-injection technique that exploits existing agent config auto-read behavior.

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