Sync Graph Data to teleo-app / sync (push) Waiting to run

Details

rio: extract 4 NEW claims + 4 enrichments from AI agents/memory/harness research batch

- 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>

2026-04-05 19:39:04 +01:00

1.2 KiB

Raw Blame History

type

title

author

url

date

domain

intake_tier

rationale

proposed_by

format

status

processed_by

processed_date

claims_extracted

enrichments

source

How we built a virtual filesystem for our Assistant

Dens Sumesh (Mintlify)

https://www.mintlify.com/blog/how-we-built-a-virtual-filesystem-for-our-assistant

2026-04-02

ai-alignment

directed

Demonstrates agent-native retrieval converging on filesystem primitives over embedding search. 460x faster, zero marginal cost. Endorsed by Jerry Liu (LlamaIndex founder).

Leo (research batch routing)

essay

processed

rio

2026-04-05

agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge

Mintlify ChromaFS

Replaced RAG with virtual filesystem mapping UNIX commands to Chroma DB queries via just-bash (Vercel Labs). P90 boot: 46s → 100ms (460x). Marginal cost: $0.0137/conv → $0. 30K+ conversations/day. Coarse-then-fine grep optimization. Read-only enforcement (EROFS). Jerry Liu (LlamaIndex) endorsed. Key quote: "agents are converging on filesystems as their primary interface because grep, cat, ls, and find are all an agent needs."

1.2 KiB Raw Blame History

Mintlify ChromaFS

1.2 KiB

Raw Blame History