Thought Blocks: Non-Autoregressive Latent Communication for Multi-Agent Systems via Trajectory-to-State Compilation
4.20T1 sourcearXiv cs.MA
arXiv cs.MAoriginal source ↗
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.23056.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryPaper proposing Thought Blocks, a method for LLM-based multi-agent systems to communicate via fixed-size latent key-value memory constructed in one shot, bypassing autoregressive trajectory rollouts and achieving 8.6x latency speedup over text-based inter-agent communication.
Why it mattersConcrete benchmark numbers for a non-autoregressive communication pattern that addresses a real cost bottleneck in multi-agent LLM pipelines.
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