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root a001a21902 MCP self-orientation: /context + /verify + architecture resources

Any agent (Claude Code via MCP stdio, or sub-agents via HTTP :3700)
can now self-orient without human explanation:

GET /context returns:
  - System purpose and name
  - All datasets with row counts
  - All vector indexes with backends
  - Available models and their strengths
  - Complete tool list with rules
  - Current VRAM state

POST /verify fact-checks any claim about a worker against the golden
data. Agent says "worker 1313 is a Forklift Operator in IL with
reliability 0.82" → endpoint returns verified=true/false with exact
discrepancies.

MCP resources (stdio path for Claude Code):
  - lakehouse://system — live system status
  - lakehouse://architecture — full PRD
  - lakehouse://instructions — agent operating manual
  - lakehouse://playbooks — successful operations database
  - lakehouse://datasets — dataset listing

This is the "command and control" layer J asked for: any agent
connecting to this system gets the context it needs to operate
independently. No human intermediary required.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

2026-04-17 00:41:46 -05:00

crates

Hybrid SQL+Vector search — the gap is closed

2026-04-16 22:49:48 -05:00

data

Ingest Ethereal 10K worker profiles — domain data in the substrate

2026-04-16 22:26:19 -05:00

docs

PRD: hybrid search is operational, Ethereal data integrated

2026-04-16 23:10:56 -05:00

inbox/processed

Scheduled ingest: file watcher auto-ingests from ./inbox