Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.13334.

Pipeline notes

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

Position paper arguing that enterprise AI agents stall in sustained operation because they reason over data structured for human operators, not LLMs. Proposes rebuilding the cognitive substrate around model-matched representations, using Markdown as the nearest-available primitive, with a four-layer framework (Data, Knowledge, Intelligence, Governance) and a Sync Agent at the action boundary.

Names a shared architectural root for why most enterprise agent pilots fail to reach production, and lays out a substrate-first framework that could shape how teams design agent contexts.

Cited by

No citations on record.