# STATE OF PLAY — Lakehouse-Go

**Last verified:** 2026-04-30 ~05:50 CDT
**Verified by:** live probes + `just verify` PASS + reality test PASS (7/8 lift), not memory.

> **Read this FIRST.** When the user says "we're working on lakehouse," default to the Go rewrite (this repo); the Rust legacy at `/home/profit/lakehouse/` is maintenance-only. If memory contradicts this file, this file wins. Update it when something is verified working — not when a phase finishes.

---

## VERIFIED WORKING RIGHT NOW

### Substrate (G0 + G1 family)

13 service binaries under `cmd/` plus 2 driver scripts under `scripts/staffing_*` build into `bin/`. **18 smoke scripts all PASS.** `just verify` (vet + 30 packages × short tests + 9 core smokes) green in ~31s wall.

| Binary | Port | What |
|---|---|---|
| `gateway` | 3110 | reverse proxy, single OpenAI-compat-style edge |
| `storaged` | 3211 | S3 GET/PUT/LIST/DELETE w/ per-prefix PUT cap (ADR-002) |
| `catalogd` | 3212 | Parquet manifests, ADR-020 idempotent register |
| `ingestd` | 3213 | CSV → Parquet → catalogd, content-addressed keys |
| `queryd` | 3214 | DuckDB SELECT over Parquet via httpfs |
| `vectord` | 3215 | HNSW indexes (coder/hnsw), persistence to storaged |
| `embedd` | 3216 | Ollama-backed embedder w/ LRU cache |
| `pathwayd` | 3217 | Mem0 ops (Add/Update/Revise/Retire/History/Search) |
| `matrixd` | 3218 | Multi-corpus retrieve+merge + relevance + downgrade + playbook |
| `observerd` | 3219 | Witness loop, workflow runner with DAG executor |
| `chatd` | 3220 | LLM dispatcher: ollama / ollama_cloud / openrouter / opencode / kimi |
| `mcpd` | — | MCP SDK port (Bun mcp-server replacement) |
| `fake_ollama` | — | Test fixture (used by `g2_smoke_fixtures.sh`) |

### Matrix indexer — all 5 SPEC §3.4 components shipped

1. **Corpus builders** (`internal/corpusingest`)
2. **Multi-corpus retrieve+merge** (`matrixd /matrix/search`)
3. **Relevance filter** (`internal/matrix/relevance.go` 376 LoC + 289 LoC test)
4. **Strong-model downgrade gate** (`internal/matrix/downgrade.go`, reads `cfg.Models.WeakModels` after Phase 2)
5. **Playbook memory + boost** (`internal/matrix/playbook.go`, learning loop)

### Pathway memory (Mem0 substrate)

Full ADR-004 surface shipped. **Cycle-detection + retired-trace exclusion proven by tests:** `TestHistory_CycleDetected`, `TestRetire_ExcludedFromSearch`, `TestRevise_ChainOfThree_BackwardWalk`. JSONL append-only persistence with corruption tolerance.

### Observer + workflow runner

- `observerd` ring buffer + JSONL persistence
- Workflow DAG executor (Archon-style) with 5 native modes wired: `matrix.relevance`, `matrix.downgrade`, `matrix.search`, `distillation.score`, `drift.scorer`. Plus `fixture.echo` / `fixture.upper` for runner mechanics smokes.

### Distillation + drift

- **E (partial)** at `57d0df1` — scorer + contamination firewall ported from Rust v1.0.0 (logic only per ADR-001 §1.4; not bit-identical).
- **F (first slice)** at `be65f85` — drift quantification, scorer drift first.

### chatd — Phase 4 (shipped 2026-04-30, scrum-hardened same day)

Multi-provider LLM dispatcher routing `/v1/chat` by model-name prefix or `:cloud` suffix:

| Prefix / suffix | Provider | Auth |
|---|---|---|
| `ollama/<m>` or bare | `ollama` (local) | none |
| `ollama_cloud/<m>` or `<m>:cloud` | `ollama_cloud` | Bearer (OLLAMA_CLOUD_KEY) |
| `openrouter/<v>/<m>` | `openrouter` | Bearer (OPENROUTER_API_KEY) |
| `opencode/<m>` | `opencode` | Bearer (OPENCODE_API_KEY) |
| `kimi/<m>` | `kimi` | Bearer (KIMI_API_KEY) |

All 5 keys live in `/etc/lakehouse/{ollama_cloud,openrouter,opencode,kimi}.env` files (mode 0600). Empty/missing files leave that provider unregistered (404 at first call instead of 503). Test request: `POST /v1/chat {"model":"opencode/claude-opus-4-7","messages":[{"role":"user","content":"hi"}],"max_tokens":8}`.

`Request.Temperature` is `*float64` (pointer) — Anthropic 4.7 deprecates `temperature` entirely, so we omit the field when caller doesn't set it.

### Model tier registry

`lakehouse.toml [models]` names model IDs by tier so swaps are 1-line:

```toml
local_fast       = "qwen3.5:latest"
local_judge      = "qwen3.5:latest"
cloud_judge      = "kimi-k2.6:cloud"
cloud_review     = "qwen3-coder:480b"
frontier_review  = "openrouter/anthropic/claude-opus-4-7"
frontier_arch    = "openrouter/moonshotai/kimi-k2-0905"
frontier_free    = "opencode/claude-opus-4-7"
weak_models      = ["qwen3.5:latest", "qwen3:latest"]   # matrix.downgrade bypass
```

Callers read `cfg.Models.LocalJudge` etc. instead of literal strings. `playbook_lift` harness, `matrix.downgrade`, and observerd's `MatrixDowngradeWithWeakList` factory all migrated.

### Code health

- `go vet ./...` → **0 warnings, 0 errors**
- `go test -short ./...` → **all green**, 349 test functions
- `just verify` → PASS (vet + tests + 9 smokes) in ~31s
- 18 smoke scripts (9 core gating verify + 9 domain smokes for new daemons)

### Latest scrum: 2026-04-30 cross-lineage wave

Composite **50/60** at scrum2 head `c7e3124` (was 35 baseline → 43 R1 → 50 R2). Today's chatd wave reviewed by Opus + Kimi + Qwen3-coder via the chatd's own `/v1/chat`; **2 BLOCKs + 2 WARNs landed as fixes** (`0efc736`); reusable driver at `scripts/scrum_review.sh`.

### Reality test PASSED — `playbook_lift_001` (2026-04-30 ~05:50 CDT)

The 5-loop substrate's load-bearing gate (per `project_small_model_pipeline_vision.md`: *"the playbook + matrix indexer must give the results we're looking for"*) is verified.

| Metric | Value |
|---|---:|
| Queries | 21 (staffing-domain, 7 categories) |
| Cold-pass discoveries (judge-best ≠ top-1) | 8 |
| **Warm-pass lifts** (recorded playbook → top-1) | **7 / 8 (87.5%)** |
| Boosts triggered | 9 |
| Mean Δ top-1 distance | -0.053 (warm consistently closer) |
| OOD honesty (dental/RN/SWE queries) | rated 1, no fake matches |
| Cross-corpus boosts | confirmed (e- ↔ w- swaps in lifts) |

Evidence: `reports/reality-tests/playbook_lift_001.{json,md}`. Per the report's rubric (lift ≥ 50% = matrix doing real work), 87.5% means we're well past validation.

### Harness expansion (2026-04-30 ~05:30 CDT)

`scripts/playbook_lift.sh` rewritten from a 5-daemon stripped harness to the **full 10-daemon prod-realistic stack** (chatd stays up independently). The 5-daemon version was structurally hiding bugs; expanding the daemon set surfaced 7 distinct fixes:

| # | Fix | Lock |
|---|---|---|
| 1 | driver→matrixd: `query` → `query_text` field name | `cmd/matrixd/main_test.go` TestPlaybookRecord_OldFieldNameRejected |
| 2 | harness toml missing `[s3]` block | inline comment in `scripts/playbook_lift.sh` |
| 3 | harness→queryd: `q` → `sql` field name | `cmd/queryd/main_test.go` TestHandleSQL_WrongFieldName_400 |
| 4 | 5→10 daemon boot order | inline comment + dep-ordered launch |
| 5 | SQL surface probe (3-row CSV → COUNT=3) | `[lift] ✓ SQL surface probe passed` assertion |
| 6 | `candidates` corpus was SWE-tech, not staffing | swapped to `ethereal_workers.parquet` (10K rows, real staffing schema, "e-" id prefix) |
| 7 | `qwen3.5:latest` is vision-SSM 256K-ctx → 30s/judge | reverted `local_judge` to `qwen2.5:latest` (1s/judge, 30× faster) |

### R-005 closed (2026-04-30 ~05:35 CDT)

Four new `cmd/<bin>/main_test.go` files — chi router-level contract tests:

- `cmd/matrixd/main_test.go` (123 lines) — playbook record drift detector + score bounds + 6 routes mounted
- `cmd/queryd/main_test.go` (extended) — wrong-field-name drift detector
- `cmd/pathwayd/main_test.go` (102 lines) — 9 routes + add round-trip + retire-nonexistent
- `cmd/observerd/main_test.go` (98 lines) — 4 routes + invalid-op 400 + unknown-mode 400

`go test ./cmd/{matrixd,queryd,pathwayd,observerd}` all green. R-005 from prior STATE OPEN list is closed.

---

## DO NOT RELITIGATE

### Ratified ADRs (`docs/DECISIONS.md`)

- **ADR-001**: DuckDB via cgo, HTMX UI, Gitea hosting, distillation rebuilt-not-ported, pathway memory clean start, auditor longitudinal signal restarts. **6 sub-decisions, all final.**
- **ADR-002**: storaged per-prefix PUT cap (4 GiB for `_vectors/`, 256 MiB elsewhere) — implemented at `423a381`. Operator-config bump rather than constant change is the documented path if 4 GiB ever insufficient.
- **ADR-003**: Inter-service auth = Bearer + IP allowlist, opt-in via `cfg.Auth.Token`. Wiring deferred to Sprint 1 but **the design is locked** — alternatives (mTLS, JWT, OAuth2, IP-only) all considered + rejected.
- **ADR-004**: Pathway memory = Mem0 versioned traces, JSONL append-only persistence, opaque `json.RawMessage` content. Implemented in `internal/pathway/`.

### Today's scrum dispositions (2026-04-30)

Verbatim verdicts at `reports/scrum/_evidence/2026-04-30/verdicts/`. Disposition table: `reports/scrum/_evidence/2026-04-30/disposition.md`.

**Real findings, all fixed in `0efc736`:**
- B-1 (Opus+Kimi convergent): `ResolveKey` 3-arg API → 2-arg
- B-2 (Opus+Kimi convergent): `handleProviders` direct map lookup, drop synthesis-via-Resolve
- B-3 (Opus single, trace-verified): `OllamaCloud.Chat` strips `ollama_cloud/` prefix correctly
- B-4 (Opus single): Ollama `done_reason` surfaced to FinishReason

**False positives dismissed (3, documented):**
- FP-A1: Kimi misread `TestMaybeDowngrade_WithConfigList` assertion
- FP-A2: Qwen claimed nil-deref in `MaybeDowngrade` that doesn't exist
- FP-C1: Opus claimed `qwen3.5:latest` doesn't exist on Ollama hub (it does on this box's local install)

### Session frame (don't redo)

- The Rust legacy is **maintenance-only** until Go reaches feature parity. Don't propose ports of components already shipped here.
- The matrix indexer **5/5 components** are shipped. Don't propose to "build the matrix indexer" — it's done.
- `qwen3.5:latest` IS available locally on this box. Opus's hub-only knowledge is a known-stale signal; the chatd_smoke uses it daily.
- `temperature` is **omitted** for Anthropic 4.7 (handled by `Request.Temperature *float64`); don't re-add it.
- chatd-smoke runs with **all cloud providers disabled** intentionally so the suite doesn't depend on API keys; that's why it can't catch B-3-class bugs (those need a fake-server fixture, see Sprint 0 follow-up).

---

## OPEN — what's not done yet

| Item | What | When to act |
|---|---|---|
| **Reality test v2: paraphrase queries** | The 21 verbatim queries in `tests/reality/playbook_lift_queries.txt` exercise verbatim replay only. The interesting case is *similar but not identical* queries hitting a recorded playbook — does the cosine on `query_text` find the playbook hit? Add a paraphrase pass and measure. | After J wants to push the harness past v1 baseline. |
| **Q15 boost-math edge case** | "Engaged warehouse associate with strong safety compliance" — judge picked rank-9 result; score=1.0 boost halves distance but rank-9 was >2× top-1 distance, so not promoted. Documented in caveat #2. Either (a) accept the math limit, or (b) tier scores so judge-best-found-deep gets score>1.0. Open design call. | When a second reality run shows the same edge case persisting. |
| **Sprint 4 — deployment** | No `REPLICATION.md`, `secrets-go.toml.example`, `deploy/systemd/<bin>.service`, `Dockerfile`. Largest open Sprint. Required input for any G5 cutover plan. | When G5 cutover is on the table. |
| **ADR-006 — auth posture for non-loopback deploy** | Locks R-001 + R-007 from "opt-in middleware exists" to "wired-by-default for X, opt-in for Y." Doc-only, ~1 hr. | Required before any Go binary binds non-loopback in prod. |
| **chatd fixture-mode storage half** | `g2_smoke_fixtures.sh` closed embed half via fake_ollama; storage half (mock S3) still deferred. Closes R-006 fully. | When CI box without MinIO is needed. |
| **Distillation full port** | `57d0df1` shipped scorer + contamination firewall (E partial); SFT export pipeline + audit_baselines lineage not yet ported. | When distillation is needed for production. |
| **Drift full quantification** | `be65f85` is "scorer drift first." Full distribution-drift signal underspecified everywhere — research gap, not a port. | Open research item. |

---

## RECENT VERIFIED WAVE (2026-04-30)

`05273ac..e4ee002` — 4 phases + scrum + tooling, all gate-tested.

| SHA | What |
|---|---|
| `ec1d031` | Phase 1: `[models]` tier config (additive, no callers migrate) |
| `622e124` | Phase 2: `matrix.downgrade` reads `cfg.Models.WeakModels` |
| `848cbf5` | Phase 3: `playbook_lift` harness defaults from config |
| `05273ac` | Phase 4: chatd + 5 providers (1,624 LoC) |
| `0efc736` | Scrum: 4 fixes (B-1..B-4) + 2 INFOs from cross-lineage review |
| `e4ee002` | `scripts/scrum_review.sh` — reusable 3-lineage driver |
| `b2e45f7` | playbook_lift harness expansion + reality test #001 (7/8 lift, 87.5%) |
| `6c02c90` | scrum lift_001: 4 fixes (sleep→polling SQL probe, JUDGE_SOURCE template, -id-prefix validation, chi.Router cast) |
| (next)    | ADR-005: observer fail-safe semantics (this commit) |

Plus on Rust side (`8de94eb`, `3d06868`): qwen2.5 → qwen3.5:latest backport in active defaults; distillation acceptance reports regenerated (run_hash refresh, reproducibility property still holds).

---

## RUNTIME CHEATSHEET

```bash
# Verify everything green
cd /home/profit/golangLAKEHOUSE
just verify                                            # vet + tests + 9 core smokes (~31s)
just doctor                                            # dep probe (go/gcc/minio/ollama/secrets)

# Boot the chat dispatcher (Phase 4)
nohup ./bin/chatd   -config lakehouse.toml > /tmp/chatd.log   2>&1 & disown
nohup ./bin/gateway -config lakehouse.toml > /tmp/gateway.log 2>&1 & disown
curl -sf http://127.0.0.1:3110/v1/chat/providers | jq  # all 5 providers should report true

# Test a chat call to each lineage
for m in "qwen3.5:latest" "opencode/claude-opus-4-7" "openrouter/moonshotai/kimi-k2-0905"; do
  curl -sS -X POST http://127.0.0.1:3110/v1/chat \
    -H 'Content-Type: application/json' \
    -d "{\"model\":\"$m\",\"messages\":[{\"role\":\"user\",\"content\":\"reply: OK\"}],\"max_tokens\":8}" \
    | jq -c '{model,provider,content}'
done

# Run the scrum on a diff
./scripts/scrum_review.sh path/to/bundle.diff bundle_label
ls reports/scrum/_evidence/$(date +%Y-%m-%d)/verdicts/

# Domain smokes (not in `just verify`)
for s in chatd matrix observer pathway playbook relevance downgrade workflow; do
  bash scripts/${s}_smoke.sh > /tmp/${s}.log 2>&1 && echo "$s ✓" || echo "$s ✗"
done
```

---

## VISION — what we're actually building

J's framing (canonical at `/root/.claude/projects/-home-profit/memory/project_small_model_pipeline_vision.md`): a small-model-driven autonomous pipeline that gets better with each run. Frontier APIs (Opus, Kimi, GPT-5) are too expensive + rate-limited for the inner loop — they live in audit/oversight via `frontier_*` tier. The hot path runs on local `qwen3.5:latest` given:

1. **Pathway memory** — what we tried before, how it went (Mem0 substrate ✓)
2. **Matrix indexer** — multi-corpus retrieve+merge giving the small model the right slice for this task (5/5 components ✓)
3. **Observer** — watches each run, refines configs (not prompts) toward good pathways

Successful runs get **rated and distilled back into the playbook**. Each iteration the playbook gets denser, runs get cheaper, results get better. **Drift** in the distilled playbook is a measured signal, not vibes.

**The single load-bearing gate:** *"the playbook + matrix indexer must give the results we're looking for."* Throughput, scaling, code elegance are all secondary. The `playbook_lift` reality test is the regression gate before Enterprise cutover (where real contracts + live profile updates land).

When evaluating any Go workstream, ask: which of the 5 loops does this advance? Strong workstreams advance ≥1; weak workstreams sit in infra-for-its-own-sake.

---

## SIBLING TOOLS (separate repos, intentional integration target later)

**`local-review-harness`** at `git.agentview.dev/profit/local-review-harness` (also SMB-mounted at `/home/profit/share/local-review-harness-full-md/`). Local-first code review harness — 12 evidence-bearing static analyzers, Scrum-style reports, no cloud deps. Phase A + B (MVP) shipped 2026-04-30. Phases C–E (Ollama LLM review, validation, memory) pending.

**Cross-pollination plan when both stabilize:**
- Replace harness's `internal/llm/ollama.go` with a chatd `/v1/chat` client → frontier judges via config toggle
- Feed harness findings into Lakehouse pathway memory as a drift signal
- Treat harness's `.memory/known-risks.json` as a matrix-indexer corpus

Detail at `docs/SPEC.md` §3.10. Don't re-port harness functionality into Lakehouse-Go — the standalone tool is the design.