lakehouse/mcp-server
root 76bfa2c8d7 /proof: explain the dual-agent recursive architecture with citations
Previous page was numeric claims without explanations — 'sub-100ms SQL',
'500K vectors in 341ms' etc. Accurate but undefendable without math,
code paths, and ADR references. Expanded to 8 chapters:

Ch1 — Live receipts (unchanged: real gateway tests, pass/fail, timing)

Ch2 — Architecture. 13-crate diagram with per-crate responsibility
      table and file paths. gateway → catalogd/queryd/vectord/ingestd
      + aibridge → object_store. References ADRs 1-20.

Ch3 — Dual-agent recursive consensus loop (NEW)
      - Role specialization (executor=optimist, reviewer=pessimist)
      - Parallel orchestration via Promise.all
      - Recursive: sealed playbooks feed playbook_memory → next query
      - Termination math: sealed | tool-error abort | drift abort |
        turn-cap abort — every path dumps forensic log
      - File refs: tests/multi-agent/agent.ts, orchestrator.ts,
        scenario.ts, run_e2e_rated.ts

Ch4 — Playbook memory feedback loop (NEW)
      - PlaybookEntry shape with embedding
      - Full boost math: similarity * base_weight * decay * penalty
        / n_workers, capped at MAX_BOOST_PER_WORKER
      - Temporal decay (e^-age/30, 30d half-life)
      - Negative signal (0.5^failures)
      - Why k=200: narrow cosine discrimination in nomic-embed-text
      - Evidence: compounding test 0 → 0.250 cap in 3 seeds
      - persist_sql write-through
      - Pattern discovery (Path 2 meta-index)
      - File: crates/vectord/src/playbook_memory.rs

Ch5 — ADR citations for each key choice
      ADR-001, 008, 012, 015, 019, 020 + Phase 19 design note

Ch6 — Live scale data (unchanged: pulled from /proof.json)

Ch7 — Reproduction recipes: curl for health, sql, hybrid with boost,
      patterns, pm stats, and the full dual-agent scenario run

Ch8 — Honest limits (unchanged: synthetic workers_500k, 1K candidates
      misaligned to call_log, 7B model imperfection, no rate/margin)

Every architectural claim now cites either the code path
(crates/.../src/file.rs::fn_name) or the ADR (docs/DECISIONS.md).
Someone disputing the system has specific targets to attack.

Mechanism unchanged: /proof serves mcp-server/proof.html via
Bun.file. /proof.json still returns the live test data the page
consumes client-side.
2026-04-20 17:49:08 -05:00
..

mcp-server

To install dependencies:

bun install

To run:

bun run index.ts

This project was created using bun init in bun v1.3.9. Bun is a fast all-in-one JavaScript runtime.