J: "how about devop.live/lakehouse/spec." Spec was anchored on
2026-04-21 state (v2 footer): mistral mentioned in the model matrix,
13 crates not 15, missing validator/truth/auditor crates, no mention
of OpenCode 40-model fleet, no pathway memory, no per-staffer
hot-swap, no Construction Activity Signal Engine, ADR count was 20.
Footer claimed Phases 19-25.
Edits, in order:
Ch1 Repository layout
+ crates/truth/ (ADR-021 rule store)
+ crates/validator/ (Phase 43 — schema/completeness/policy gates)
+ auditor/ (cross-lineage Kimi↔Haiku/Opus auto-promote)
+ scripts/distillation/ (frozen substrate v1.0.0 at e7636f2)
Updated aibridge to mention ProviderAdapter dispatch
Updated gateway to mention OpenAI-compat /v1/* drop-in middleware
Updated mcp-server route list to include /staffers + profiler/contractor pages
Updated config/ to mention modes.toml + providers.toml + routing.toml
Updated docs/ ADR count from 20 → 21
Updated data/ to mention _pathway_memory + _auditor/kimi_verdicts
Ch3 Measurement & indexing
REPLACED stale "Model matrix (Phase 20)" T1-T5 table that
mentioned mistral with the current 5-provider fleet:
ollama / ollama_cloud / openrouter / opencode (40 models, one
sk-* key reaches Claude Opus 4.7, GPT-5.5-pro, Gemini 3.1-pro,
Kimi K2.6, GLM, DeepSeek, Qwen, MiniMax, free) / kimi
ADDED 9-rung cloud-first ladder pseudocode
ADDED N=3 consensus + cross-architecture tie-breaker math
ADDED auditor cross-lineage Kimi K2.6 ↔ Haiku 4.5 + Opus auto-promote
ADDED distillation v1.0.0 freeze paragraph (145 tests, 22/22, 16/16)
Updated Continuation primitive to mention Phase 44 Rust port
Ch5 What a CRM can't do
Extended the table with 6 new capabilities:
- Per-staffer relevance gradient
- Triage in one shot (late-worker → backfills + draft SMS)
- Permit → fill plan derivation
- Public-issuer attribution across contractor graph
- Cross-lineage AI audit on every PR
- Pathway memory (system-level hot-swap, ADR-021)
Ch6 How it gets better over time
Lede updated from 7 paths → 10 paths
NEW Path 7 — Pathway memory (ADR-021)
NEW Path 8 — Per-staffer hot-swap index
NEW Path 9 — Construction Activity Signal Engine
Original Path 7 (observer ingest) renumbered to Path 10
Ch9 Per-staffer context
Lede now anchors Path 8 from Ch6
NEW lead section: Per-staffer hot-swap index — Maria/Devon/Aisha,
same query reshapes per coordinator (167 IL / 89 IN / 16 WI),
MARIA'S MEMORY pill, /staffers endpoint, metro-agnostic by
construction. The original Phase 17 profile / Phase 23 competence
sections retained beneath as the deeper architecture detail.
Ch10 A day in the life
Updated 14:00 emergency event to use the late-worker triage
handler — coordinator types "Dave running late site 4422", gets
profile + draft SMS + 5 backfills + Copy SMS button in 250ms.
The old Click No-show button → /log_failure flow remains valid
(penalty still records); the user-facing surface is the new
triage card.
Ch11 Known limits
REPLACED the Mem0/Letta/Phase-26 era list with current honest
limits: BAI persistence + backtesting, NYC DOB adapter, 12
awaiting public-data sources for contractor profile, rate/margin
awareness, Mem0-style UPDATE/DELETE, Letta hot cache (now 5K
not 1.9K), confidence calibration, SEC fuzzy precision, tighter
pathway+scrum integration.
Footer
v2 2026-04-21 → v3 2026-04-27
Phases 19-25 → 19-45
Lists today's phases: distillation v1.0.0 substrate, gateway as
OpenAI-compat drop-in, mode runner, validator + iterate, ADR-021
pathway memory, per-staffer hot-swap, Construction Activity Signal
Engine.
Nav
+ Profiler link
Date pill v1 · 2026-04-20 → v3 · 2026-04-27
Verified end-to-end on devop.live/lakehouse/spec — 11 chapter h2s
render in order, 67KB page (was 50KB-ish), all internal links resolve.
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