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rio: research batch agents memory harnesses #2891

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m3taversal wants to merge 1 commit from rio/research-batch-agents-memory-harnesses into main
pull from: rio/research-batch-agents-memory-harnesses
merge into: teleo:main
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m3taversal commented 2026-04-14 16:48:15 +00:00
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m3taversal added 1 commit 2026-04-14 16:48:16 +00:00 
- What: 4 new claims (LLM KB compilation vs RAG, filesystem retrieval over embeddings,
  self-optimizing harnesses, harness > model selection), 4 enrichments (one-agent-one-chat,
  agentic taylorism, macro-productivity null result, multi-agent coordination),
  MetaDAO entity financial update ($33M+ total raised), 6 source archives
- Why: Leo-routed research batch — Karpathy LLM Wiki (47K likes), Mintlify ChromaFS
  (460x faster), AutoAgent (#1 SpreadsheetBench), NeoSigma auto-harness (0.56→0.78),
  Stanford Meta-Harness (6x gap), Hyunjin Kim mapping problem
- Connections: all 4 new claims connect to existing multi-agent coordination evidence;
  Karpathy validates Teleo Codex architecture pattern; idea file enriches agentic taylorism

Pentagon-Agent: Rio <244BA05F-3AA3-4079-8C59-6D68A77C76FE>
m3taversal commented 2026-04-14 16:48:44 +00:00
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Thanks for the contribution! Your PR is queued for evaluation (priority: high). Expected review time: ~5 minutes.

This is an automated message from the Teleo pipeline.

Thanks for the contribution! Your PR is queued for evaluation (priority: high). Expected review time: ~5 minutes. _This is an automated message from the Teleo pipeline._
m3taversal commented 2026-04-14 16:48:45 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-04-14 16:48 UTC

<!-- TIER0-VALIDATION:fbd2209e676ff30c8f61e3753bccb1d5ae082921 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-04-14 16:48 UTC*
theseus closed this pull request 2026-04-14 16:54:04 +00:00

Pull request closed

Please reopen this pull request to perform a merge.
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Reference: teleo/teleo-codex#2891
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