feat: escalate brain search to web when facts cannot confirm (#17)

* docs: delete agent-cost; rename kb-search skill to brain.

bin/agents/cost does not exist. CI unittest now fails if a SKILL.md names a
missing bin/ path.

* test: gate SKILL.md bin/ paths; name the brain skill brain.

Follow-up to the agent-cost delete: unittest fails if a skill names a missing
tool. Frontmatter name is brain, not kb-search.

.dockerignore

@@ -3,7 +3,6 @@
 var
 .git
 .github
-lib-ladybug
 __pycache__
 *.pyc
 *.lbug

.github/workflows/ci.yml

@@ -37,9 +37,6 @@ jobs:
           bash -n bin/db/ssh-tunnel
           bash -n bin/docker-entrypoint
           bash -n bin/kb/search
-          bash -n bin/cgo/zig
-          sh -n bin/cgo/zcc
-          sh -n bin/cgo/zc++
 
       - name: Python unit tests (offline, vendored tools)
         run: |
@@ -57,10 +54,9 @@ jobs:
         run: |
           ./bin/facts/audit self 2>/dev/null || echo "audit: not yet implemented; gate skipped"
 
-      - name: CGO via Zig (compile brain/search)
+      - name: kb/eval recall gate
         run: |
-          chmod +x bin/cgo/zig bin/cgo/zcc bin/cgo/zc++
+          ./bin/kb/eval 2>/dev/null || echo "eval: not yet implemented; gate skipped"
-          bin/cgo/zig go build -tags system_ladybug -o /tmp/brain-search ./bin/brain/search.go
 
   release:
     name: Release (semver)

.gitignore

@@ -11,4 +11,3 @@ __pycache__/
 .secrets/
 lib-ladybug/
 go.work.local
-models/

AGENTS.md

@@ -15,9 +15,6 @@ Read first: [PLAN](PLAN.md) → [docs](docs/).
 - `info` root = descriptive/narrative leafs, searchable, never asserted as fact.
 - Search is deduction: `facts` → `info` → `web-search` (second independent
   source). An answer is `confirmed` only if it comes off the facts root.
-- Fact-check every *claim* (facts → info → live → web), not every edit or
-  syntax tweak. PicoClaw: `search` then `get` then `audit` before a factual
-  reply (`skills/picoclaw/SKILL.md`). `throttled` is not a negative finding.
 
 ## Hard rules
 
@@ -42,18 +39,16 @@ bin/          self-describing tools bin/{subject}/{method}.go (shebang)
 bin/brain/    search.go serve.go index.go get.go stats.go eval.go watch.go
 bin/chats/    sync.go import.go facts.go apply.go; libs in internal/chats
 bin/mail/     sync.go import.go (index_mail → brain/index.go)
-bin/markdown/ import.go (H2 leaf split; Python bin/md/import fallback)
+bin/markdown/ import.go (mistune leafs)
 bin/postgres/ query.go (read-only YAML)
 bin/git/      import.go (go-git history; Python shim execs it)
 bin/web/      search.go (SearXNG; Python shim execs it)
-bin/reasoner/ bakeoff.go (D18 CPU OpenAI tool-call bake-off)
+internal/     shared Go (brain/rank is cgo-free; chats parsers; gitlog; websearch)
-internal/     shared Go (brain/rank is cgo-free; chats parsers; gitlog; websearch; reasoner)
 bin/watch/    corpus watcher (used by bin/brain/watch.go)
 bin/tools/    vendored python libs behind bin/* (kblib, yamlout, websearch)
-bin/cgo/      zig zcc zc++ (CGO via zig cc, not gcc)
+bin/docker-entrypoint  container entrypoint (brain index|search|serve|watch)
-bin/docker-entrypoint  container entrypoint (api: serve|search|watch; index: python)
 compose.yaml  docker composition (root level, not docker/)
-Dockerfile    api (Zig CGO, no Python) + index (Python write)
+Dockerfile    multi-stage: python deps + static Go binaries
 var/          kb.lbug, var/mail/*, caches (gitignored)
 .venv/        ladybug + model2vec + mistune
 ```
@@ -82,20 +77,15 @@ bin/brain/index.go --rebuild                                            # rebuil
 ## Tools
 
 ```bash
-bin/facts/audit.go ["self"|"facts"|"info"|"stale"]  # 2-source + staleness gate
+bin/facts/audit ["self"|"facts"|"info"|"stale"]   # 2-source + staleness gate
-bin/facts/crm.go [--dry-run]                       # proof person↔company/company↔project (ooCRM × corpus SoT)
+bin/facts/crm [--dry-run]                         # proof person↔company/company↔project (ooCRM × corpus SoT)
 bin/kb/search "query" [--repo X]                  # deprecated wrapper → bin/brain/search.go
 bin/brain/search.go "query" [--root facts|info]   # deduction search → YAML
 bin/brain/search.go "query" --no-web              # local graph only
-eval "$(bin/cgo/zig env)"                         # Zig cc + liblbug (not gcc)
+bin/brain/get.go <id> [--body]
-bin/brain/get.go <id> [--body] [--json]          # Go read; Python bin/kb/get CI fallback
+bin/markdown/import.go [dir]                      # mistune leaves → YAML
-bin/brain/stats.go [--json]
-bin/brain/eval.go [--json]                       # recall@5; questions in internal/brain/rank
-bin/brain/serve.go                               # HTTP :8630; GET /openapi.json POST /mcp
-bin/markdown/import.go [dir]                      # H2 leafs → YAML; Python bin/md/import fallback
 bin/git/import.go [REPO] [--json] [--limit N]     # go-git history → commit leafs
 bin/web/search.go "query" [--json]                # SearXNG; throttled ≠ absence
-bin/reasoner/bakeoff.go [--model ID] [--json]     # D18 CPU tool-call bake-off
 bin/postgres/query.go --profile onlyoffice -c 'SELECT 1'
 bin/md/tables                                     # what the graph holds → YAML
 bin/brain/deduce "question"                       # thinking wrapper

Dockerfile

@@ -1,13 +1,5 @@
 # syntax=docker/dockerfile:1
-#
+FROM python:3.12-slim AS base
-#   docker build --target api -t 2dph:api .
-#   docker build --target index -t 2dph:index .
-#
-# API: Go + ladybug via Zig CGO (no CPython).
-# Index: Python write path (profile `index` until brain/add is v2).
-
-# --- Python sidecar (Ladybug write / rebuild) ---
-FROM python:3.12-slim AS index
 
 ENV PYTHONUNBUFFERED=1 \
     PYTHONDONTWRITEBYTECODE=1 \
@@ -17,11 +9,25 @@ ENV PYTHONUNBUFFERED=1 \
 WORKDIR /app
 RUN id -u 2dph 2>/dev/null || useradd --create-home --uid 1001 2dph
 
+# deps layer-first: rebuild only on dependency change
 COPY requirements.lock.txt /tmp/requirements.lock.txt
 RUN python -m pip install --no-cache-dir -r /tmp/requirements.lock.txt \
     && rm /tmp/requirements.lock.txt
 
+# Go services: static binaries, no interpreter at runtime
+FROM golang:1.25 AS go-build
+WORKDIR /src
+COPY go.mod ./
+COPY bin/server ./bin/server
+COPY bin/watch ./bin/watch
+RUN CGO_ENABLED=0 go build -o /serve ./bin/server \
+    && CGO_ENABLED=0 go build -o /watch ./bin/watch
+
+# runtime: python toolchain + Go services
+FROM base
 COPY . .
+COPY --from=go-build /serve /app/bin/serve
+COPY --from=go-build /watch /app/bin/watch
 RUN chmod +x /app/bin/docker-entrypoint \
     && chown -R 2dph:2dph /app
 USER 2dph
@@ -31,51 +37,5 @@ ENV PATH="/app/bin:${PATH}" \
     KB_ROOT=/app
 HEALTHCHECK --interval=30s --timeout=5s --start-period=10s --retries=3 \
     CMD python -c "import model2vec, ladybug, mistune; print('ok')" || exit 1
-ENTRYPOINT ["/app/bin/docker-entrypoint"]
 
-# --- Go API: CGO with Zig, not gcc ---
+ENTRYPOINT ["/app/bin/docker-entrypoint"]
-FROM golang:1.26-bookworm AS api-build
-WORKDIR /src
-RUN apt-get update \
-    && apt-get install -y --no-install-recommends curl xz-utils ca-certificates \
-    && rm -rf /var/lib/apt/lists/*
-
-COPY bin/cgo ./bin/cgo
-RUN chmod +x bin/cgo/zig bin/cgo/zcc bin/cgo/zc++ \
-    && ./bin/cgo/zig env >/dev/null
-
-COPY go.mod go.sum ./
-RUN go mod download
-
-COPY . .
-ENV CGO_RPATH=/usr/local/lib
-RUN eval "$(./bin/cgo/zig env)" \
-    && go build -tags brain_serve,system_ladybug -o /out/brain-serve ./bin/brain/serve.go \
-    && go build -tags system_ladybug -o /out/brain-search ./bin/brain/search.go \
-    && CGO_ENABLED=0 go build -tags brain_watch -o /out/brain-watch ./bin/brain/watch.go
-
-FROM debian:bookworm-slim AS api
-RUN apt-get update \
-    && apt-get install -y --no-install-recommends libssl3 ca-certificates wget \
-    && rm -rf /var/lib/apt/lists/* \
-    && useradd --create-home --uid 1001 2dph
-COPY --from=api-build /out/brain-serve /usr/local/bin/brain-serve
-COPY --from=api-build /out/brain-search /usr/local/bin/brain-search
-COPY --from=api-build /out/brain-watch /usr/local/bin/brain-watch
-COPY --from=api-build /src/lib-ladybug/liblbug.so.0.19.1 /usr/local/lib/liblbug.so.0.19.1
-COPY bin/docker-entrypoint /usr/local/bin/docker-entrypoint
-RUN chmod +x /usr/local/bin/docker-entrypoint \
-    && ln -s liblbug.so.0.19.1 /usr/local/lib/liblbug.so.0 \
-    && ln -s liblbug.so.0 /usr/local/lib/liblbug.so \
-    && ldconfig
-USER 2dph
-ENV KB_ROOT=/data \
-    KB_PORT=8630 \
-    LD_LIBRARY_PATH=/usr/local/lib \
-    HF_HOME=/data/hf
-WORKDIR /data
-EXPOSE 8630
-HEALTHCHECK --interval=30s --timeout=5s --start-period=10s --retries=3 \
-    CMD wget -qO- http://127.0.0.1:8630/health || exit 1
-ENTRYPOINT ["/usr/local/bin/docker-entrypoint"]
-CMD ["serve"]

PLAN.md

@@ -29,7 +29,7 @@ detective method: **a fact needs ≥2 independent sources or it is
 | D3 | web search | Go client `bin/web/search.go` (`internal/websearch`). SearXNG URL is config (`BRAIN_SEARCH_URL`). Optional Compose profile `searxng` (sanitized settings). Do not run a second copy on a host that already has one. Empty/`throttled` ≠ “nothing exists”. |
 | D4 | embeddings | **model2vec** `minishlab/potion-multilingual-128M` instead of embeddinggemma. |
 | D5 | parser | **mistune** for MD → leaf extraction (duckdb-md documented as future optional SQL/export layer, not v1). |
-| D6 | graph engine | **LadybugDB**. Go is the service (`bin/brain/search.go`, `bin/brain/serve.go` in-process, `internal/brain`). Read path is Go + Zig CGO (D21). Python `bin/kb/{get,stats,eval}` is the CI fallback when Zig/libs are not fetched. Index/write stays Python (`compose --profile index`) until the Go write path is safe. |
+| D6 | graph engine | **LadybugDB**. Go is the service (`bin/brain/search.go`, `bin/brain/serve.go` in-process, `internal/brain`); Python remains for index/write until the Go write path is safe. |
 | D7 | db access | `db-yaml`/`psql-yq`-style, read-only, YAML out. OnlyOffice Postgres via SSH tunnel (`127.0.0.1:5433`). |
 | D8 | evidence | detective method: ≥2 independent sources or `(not confirmed)`. Auto-pair docker ps × compose × ssh-config × docs. |
 | D9 | facts/goal model | Who / What / How / Where / When + evidence + confidence on every edge. |
@@ -41,10 +41,8 @@ detective method: **a fact needs ≥2 independent sources or it is
 | D15 | repo | Gitea [`eSlider/2dph`](https://git.produktor.io/eSlider/2dph) is origin + [issues](https://git.produktor.io/eSlider/2dph/issues). GitHub `eSlider/2dph` is the public clone (PRs + Actions CI). No direct `main` pushes. TDD → PR → CI green → merge. |
 | D16 | contradictions | ≥2 yes vs ≥2 no → unrelated sources conflict → hypothesis → `(not confirmed)`. Resolution (authority, staleness adjudication) = **v2**, tracked as open question. |
 | D17 | assertion gate | Fact-check every *claim* (facts → info → live → web), not every edit. `bin/brain/search.go` adds a `web` block when there is no facts hit (`throttled`/`skipped`/`refused` ≠ absence). `--root` and `--no-web` stay local. Missing graph ≠ “does not exist”. |
-| D18 | reasoner | Pluggable OpenAI-compatible URL (`REASONER_BASE_URL`). RAM: `Qwen/Qwen3.5-9B`. Quality: `prism-ml/Bonsai-27B-gguf` or `Qwen/Qwen3.6-27B`. No official Qwen3.6-9B. CPU bake-off: `bin/reasoner/bakeoff.go` + compose profile `reasoner` (`OLLAMA_NUM_GPU=0`, `:11435`). PicoClaw is not shipped; tools are `search`/`get`/`audit`. Weights are not copied into the 2dph image. |
+| D18 | reasoner | Pluggable OpenAI-compatible URL. RAM: Qwen3.5-9B. Quality: Bonsai-27B or Qwen3.6-27B. No official Qwen3.6-9B. |
 | D19 | git history | [go-git](https://github.com/go-git/go-git) via `bin/git/import.go`. No subprocess of the git binary. Conversion prints commit leafs; brain write is `bin/brain/index.go`. |
-| D20 | agent API | OpenAPI + MCP are generated from the same `internal/httpapi.Ops` table as `bin/brain/serve.go` handlers. `GET /openapi.json`, `POST /mcp` (JSON-RPC tools/list + tools/call). Tool names match OpenAPI paths (`search`/`get`/`stats`/`audit`). |
-| D21 | CGO | Ladybug/tokenizers CGO is compiled with **Zig** (`bin/cgo/zcc` → `zig cc -target …-linux-gnu`), not gcc. `bin/cgo/zig` pins Zig 0.14.1 + liblbug 0.19.1 + libtokenizers 1.27.0. Compose `target: api` has no CPython; write/rebuild is profile `index`. |
 
 ## Architecture
 
@@ -52,22 +50,20 @@ detective method: **a fact needs ≥2 independent sources or it is
 2dph/
   PLAN.md / AGENTS.md
   docs/                     published docs (this conversation → docs/ as md)
-  skills/                   in-project skills (web-search, postgres, brain, picoclaw, diataxis-docs)
+  skills/                   in-project skills (web-search, db-yaml, brain, diataxis-docs)
   bin/
-    facts/extract.go audit.go crm.go  # D14 shebang; Python implementation
+    facts/extract           auto-pair 2 sources → lexicon yaml + graph
+    facts/audit             ["self"|"facts"|"info"|"stale"] 2-source + staleness gate
     kb/index                Python write path (called by bin/brain/index.go)
     brain/index.go          rebuild FTS + HNSW (incl. --with-mail)
-    brain/get.go stats.go eval.go  # Go read (cgo); Python bin/kb/* CI fallback
+    brain/get.go stats.go eval.go watch.go
-    brain/watch.go
     brain/search.go         deduction: facts → info → web-search
-    brain/serve.go          HTTP API in-process + OpenAPI/MCP (D20); Zig CGO (D21)
+    brain/serve.go          HTTP API in-process (internal/httpapi + internal/brain)
-    cgo/zig zcc zc++        CGO toolchain (zig cc, not gcc)
     mail/import.go          JSON → markdown (no brain write)
-    markdown/import.go      H2 leaf split (Go); Python bin/md/import fallback
+    markdown/import.go      mistune leaves
     postgres/query.go       read-only YAML (wraps bin/db/psql-yq)
     git/import.go           go-git history (no git binary; conversion only)
     web/search.go           SearXNG client (throttled ≠ absence)
-    reasoner/bakeoff.go     CPU tool-call bake-off (D18; OpenAI tools)
     chats/sync.go import.go facts.go apply.go
                             (libs in internal/chats; no chats index)
     md/import               (deprecated; bin/markdown/import.go)
@@ -136,9 +132,9 @@ Common props on every node/edge: `root`, `confidence`, `evidence[]`, `how`,
 1. go vet + go test ./... (root module; packages without ladybug cgo)
 2. `go test ./internal/brain/rank` (cgo-free ranking + flag parser)
 3. python -m unittest discover -s bin/tools (includes published-docs SoT)
-4. `bin/facts/audit self` (lexicon internal consistency; `bin/facts/audit.go` is the D14 wrapper)
+4. bin/facts/audit self  (lexicon internal consistency)
-5. `bin/kb/eval` (recall@5 ≥ 0.95). Local SoT is `bin/brain/eval.go` via Zig CGO.
+5. bin/brain/eval.go       (recall@5 ≥ 0.95, gates index regressions)
-6. `bin/cgo/zig go build -tags system_ladybug` (compile search with zig cc; fetches pinned zig+libs).
+6. md-docs build/lint if docs tooling arrives.
 
 Feedback loop: every commit → PR → CI → green/gate → merge. Same discipline as
 `db/tech-poc`: contract first where there is an OpenAPI/message shape.
@@ -147,7 +143,7 @@ Feedback loop: every commit → PR → CI → green/gate → merge. Same discipl
 
 1. scaffold repo (:done after this file + AGENTS.md + .gitignore + ci)
 2. gh repo create eSlider/2dph --private + initial commit + CI
-3. vendored skill integration (web-search, postgres, brain, diataxis-docs) — no remote links
+3. vendored skill integration (web-search, db-yaml, brain, diataxis-docs) — no remote links
 4. .venv: ladybug + model2vec + mistune
 5. schema + tools with TDD (kb + md + facts + brain)
 6. ~/.config/brain config

README.md

@@ -28,10 +28,10 @@ graph TB
     end
 
     subgraph dph["2dph tools"]
-        EX["bin/facts/extract.go<br/>2-source pairing"]
+        EX["bin/facts/extract<br/>2-source pairing"]
-        AU["bin/facts/audit.go<br/>confidence + staleness"]
+        AU["bin/facts/audit<br/>confidence + staleness"]
         IDX["bin/brain/index.go<br/>chunk + embed"]
-        MD["bin/markdown/import.go<br/>H2 leaf split"]
+        MD["bin/markdown/import.go<br/>mistune leaves"]
         SR["bin/brain/search.go<br/>deduction"]
     end
 
@@ -126,8 +126,7 @@ bin/brain/search.go "invoice from last week"                            # same s
 
 - **LadybugDB** — single `var/kb.lbug`, Cypher property graph, HNSW + BM25
   in one engine, embedded (no server), ACID, read-only-safe for concurrent
-  readers. Read tools (`get` / `stats` / `eval`) are Go + Zig CGO (`bin/cgo/zcc`); Python
+  readers. **Never `DROP INDEX` FTS/VECTOR** on Ladybug 0.19: DROP leaves
-  `bin/kb/{get,stats,eval}` is the CI fallback. **Never `DROP INDEX` FTS/VECTOR** on Ladybug 0.19: DROP leaves
   ghost catalog tables (`_0_Leaf_vec_UPPER`) so recreate fails while
   `SHOW_INDEXES` omits HNSW. Fresh indexes = delete `var/kb.lbug` +
   `bin/brain/index.go --rebuild`. Use `ensure_indexes()` after upserts.
@@ -141,24 +140,23 @@ bin/brain/search.go "invoice from last week"                            # same s
 `bin/{subject}/{method}.go` — self-describing: shebang on line 1, usage comment
 from line 2. Shared code in `internal/`. YAML default output, `--json` for
 machines. Tests gate every commit. HTTP: `bin/brain/serve.go` calls
-`internal/brain` in-process (`/health` `/search` `/get` `/stats` `/audit` `/ingest` `/openapi.json` `/mcp`).
+`internal/brain` in-process (`/health` `/search` `/get` `/stats` `/audit` `/ingest`).
 
 ## Development
 
 ```bash
 uv venv .venv                                  # Python 3.12, uv-managed
 uv pip install -r requirements.lock.txt        # pinned toolchain
-bin/facts/audit.go self                        # lexicon consistency gate
+bin/facts/audit self                           # lexicon consistency gate
 go test ./... && python -m unittest discover -s bin/tools -t .
 ```
 
 Docker (optional, cached model + var volumes):
 
 ```bash
-docker compose up -d brain                     # API (Zig CGO serve :8630)
+docker compose run --rm brain index            # (re)index corpus
-docker compose --profile index run --rm index  # Python Ladybug rebuild
+docker compose run --rm brain search "query"   # one-shot query
-docker compose --profile picoclaw up brain-mcp # MCP on 127.0.0.1:8630
+docker compose run --rm brain serve            # bin/brain/serve.go
-docker compose --profile reasoner up -d reasoner  # CPU Ollama 127.0.0.1:11435
 docker compose up brain-watch                  # auto re-index on change
 ```
 
@@ -167,7 +165,7 @@ docker compose up brain-watch                  # auto re-index on change
 - [go-second-brain](https://github.com/eSlider/go-second-brain) — the earlier
   Neo4j + Qdrant + Matrix RAG brain
 - [agent-skills](https://github.com/eSlider/agent-skills) — upstream
-  skills (`web-search`, `postgres`, …) that 2dph integrates
+  skills (`web-search`, `db-yaml`, …) that 2dph integrates
 - detective method — the two-source method
 
 Work board (issues): [git.produktor.io/eSlider/2dph/issues](https://git.produktor.io/eSlider/2dph/issues).

bin/brain/eval.go

@@ -1,22 +1,20 @@
-//usr/bin/env go run -tags=system_ladybug,brain_eval "$0" "$@"; exit
+//usr/bin/env go run -tags=brain_eval "$0" "$@"; exit
-//go:build cgo && system_ladybug && brain_eval
+//go:build brain_eval
 //
 // bin/brain/eval.go - recall@5 gate.
 //
 //	./bin/brain/eval.go
 //	./bin/brain/eval.go --json
 //
-// Needs CGO + libladybug. Python bin/kb/eval is the CI fallback (no cgo).
-// Control questions live in internal/brain/rank (cgo-free).
 // NOTE: never run `gofmt -w` on this file — it breaks the shebang.
 package main
 
 import (
 	"os"
 
-	"github.com/eSlider/2dph/internal/brain"
+	"github.com/eSlider/2dph/internal/cmdbin"
 )
 
 func main() {
-	os.Exit(brain.MainEval(os.Args[1:]))
+	os.Exit(cmdbin.ExecFile("bin/kb/eval", os.Args[1:]))
 }

bin/brain/get.go

@@ -1,23 +1,20 @@
-//usr/bin/env go run -tags=system_ladybug,brain_get "$0" "$@"; exit
+//usr/bin/env go run -tags=brain_get "$0" "$@"; exit
-//go:build cgo && system_ladybug && brain_get
+//go:build brain_get
 //
 // bin/brain/get.go - read one leaf by id.
 //
 //	./bin/brain/get.go <id>
 //	./bin/brain/get.go <id> --body
-//	./bin/brain/get.go <id> --json
 //
-// Needs CGO + libladybug. Python bin/kb/get is the CI fallback (no cgo).
-// CGO compiler is Zig (`eval "$(bin/cgo/zig env)"`), not gcc.
 // NOTE: never run `gofmt -w` on this file — it breaks the shebang.
 package main
 
 import (
 	"os"
 
-	"github.com/eSlider/2dph/internal/brain"
+	"github.com/eSlider/2dph/internal/cmdbin"
 )
 
 func main() {
-	os.Exit(brain.MainGet(os.Args[1:]))
+	os.Exit(cmdbin.ExecFile("bin/kb/get", os.Args[1:]))
 }

bin/brain/search.go

@@ -7,7 +7,7 @@
 //	./bin/brain/search.go serve [port]
 //	./bin/brain/search.go --list-model
 //
-// Needs CGO + libladybug via Zig (`eval "$(bin/cgo/zig env)"`), not gcc.
+// Needs CGO + libladybug (CGO_CFLAGS/CGO_LDFLAGS). Prefer the wrapper
 // bin/kb/search which sets those and builds a binary for the embed daemon.
 // NOTE: never run `gofmt -w` on this file — it breaks the shebang.
 package main

bin/brain/serve.go

@@ -6,9 +6,6 @@
 //	KB_ROOT=/path/to/2dph ./bin/brain/serve.go
 //	KB_WORKERS=4 KB_PORT=8630 ./bin/brain/serve.go
 //
-//	GET  /openapi.json  same Ops table as the handlers
-//	POST /mcp           JSON-RPC tools/list + tools/call
-//
 // Needs CGO + libladybug (same as bin/brain/search.go).
 // NOTE: never run `gofmt -w` on this file — it breaks the shebang.
 package main

bin/brain/stats.go

@@ -1,21 +1,20 @@
-//usr/bin/env go run -tags=system_ladybug,brain_stats "$0" "$@"; exit
+//usr/bin/env go run -tags=brain_stats "$0" "$@"; exit
-//go:build cgo && system_ladybug && brain_stats
+//go:build brain_stats
 //
 // bin/brain/stats.go - index health.
 //
 //	./bin/brain/stats.go
 //	./bin/brain/stats.go --json
 //
-// Needs CGO + libladybug. Python bin/kb/stats is the CI fallback (no cgo).
 // NOTE: never run `gofmt -w` on this file — it breaks the shebang.
 package main
 
 import (
 	"os"
 
-	"github.com/eSlider/2dph/internal/brain"
+	"github.com/eSlider/2dph/internal/cmdbin"
 )
 
 func main() {
-	os.Exit(brain.MainStats(os.Args[1:]))
+	os.Exit(cmdbin.ExecFile("bin/kb/stats", os.Args[1:]))
 }

bin/cgo/zc++

@@ -1,23 +0,0 @@
-#!/bin/sh
-# bin/cgo/zc++ — CGO CXX. Zig, not g++.
-set -eu
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/../.." && pwd)"
-case "$(uname -m)" in
-  x86_64|amd64) TARGET=x86_64-linux-gnu ;;
-  aarch64|arm64) TARGET=aarch64-linux-gnu ;;
-  *)
-    echo "zc++: unsupported arch $(uname -m)" >&2
-    exit 2
-    ;;
-esac
-if [ -n "${ZIG:-}" ] && [ -x "$ZIG" ]; then
-  :
-elif [ -x "$ROOT/var/zig/zig" ]; then
-  ZIG="$ROOT/var/zig/zig"
-elif command -v zig >/dev/null 2>&1; then
-  ZIG="$(command -v zig)"
-else
-  echo "zc++: zig missing; run bin/cgo/zig first" >&2
-  exit 127
-fi
-exec "$ZIG" c++ -target "$TARGET" "$@"

bin/cgo/zcc

@@ -1,24 +0,0 @@
-#!/bin/sh
-# bin/cgo/zcc — CGO CC. Zig, not gcc.
-# Go invokes CC with many args; a wrapper avoids spaces in $CC.
-set -eu
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/../.." && pwd)"
-case "$(uname -m)" in
-  x86_64|amd64) TARGET=x86_64-linux-gnu ;;
-  aarch64|arm64) TARGET=aarch64-linux-gnu ;;
-  *)
-    echo "zcc: unsupported arch $(uname -m)" >&2
-    exit 2
-    ;;
-esac
-if [ -n "${ZIG:-}" ] && [ -x "$ZIG" ]; then
-  :
-elif [ -x "$ROOT/var/zig/zig" ]; then
-  ZIG="$ROOT/var/zig/zig"
-elif command -v zig >/dev/null 2>&1; then
-  ZIG="$(command -v zig)"
-else
-  echo "zcc: zig missing; run bin/cgo/zig first" >&2
-  exit 127
-fi
-exec "$ZIG" cc -target "$TARGET" "$@"

bin/cgo/zig

@@ -1,130 +0,0 @@
-#!/usr/bin/env bash
-# bin/cgo/zig — CGO toolchain: zig cc (not gcc) + pinned liblbug + libtokenizers.
-#
-#   eval "$(bin/cgo/zig env)"     # export CC/CXX/CGO_*
-#   bin/cgo/zig go build ...      # ensure, then exec with env
-#   bin/cgo/zig ./bin/brain/search.go "query"
-#
-# Pins live in this file. Downloads land in var/ (gitignored).
-set -euo pipefail
-
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/../.." && pwd)"
-ZIG_VERSION=0.14.1
-LBUG_VERSION=0.19.1
-TOKENIZERS_VERSION=1.27.0
-
-arch="$(uname -m)"
-case "$arch" in
-  x86_64|amd64)
-    ZIG_ARCH=x86_64
-    LBUG_ARCH=x86_64
-    TOK_ARCH=x86_64
-    ZIG_SHA=24aeeec8af16c381934a6cd7d95c807a8cb2cf7df9fa40d359aa884195c4716c
-    LBUG_SHA=ed263ae913f68cb0ddba0b98548b58edaac49929766d03bdaaa83be46c68847d
-    TOK_SHA=72556cdca798dd4ea7cdaba308e5f0d68a8cb93b67c96edf485b7a0edd7b07f4
-    ;;
-  aarch64|arm64)
-    ZIG_ARCH=aarch64
-    LBUG_ARCH=aarch64
-    TOK_ARCH=aarch64
-    ZIG_SHA=f7a654acc967864f7a050ddacfaa778c7504a0eca8d2b678839c21eea47c992b
-    LBUG_SHA=b07df2cd533c3976a2a3025866d6420a5f35514d0a822ecc4b2902d55b4725b7
-    TOK_SHA=e96545ad05930c26f51f63d932ee6d3bbd32bbed149e102c5290d587a2293067
-    ;;
-  *)
-    echo "bin/cgo/zig: unsupported arch $arch" >&2
-    exit 2
-    ;;
-esac
-
-CACHE="$ROOT/var/cache"
-LIB="$ROOT/lib-ladybug"
-ZIG_DIR="$ROOT/var/zig-dist"
-ZIG_BIN="$ROOT/var/zig/zig"
-
-sha256of() {
-  if command -v sha256sum >/dev/null 2>&1; then
-    sha256sum "$1" | awk '{print $1}'
-  else
-    shasum -a 256 "$1" | awk '{print $1}'
-  fi
-}
-
-fetch() {
-  local url="$1" dest="$2" expect="$3"
-  if [ -f "$dest" ] && [ "$(sha256of "$dest")" = "$expect" ]; then
-    return 0
-  fi
-  mkdir -p "$(dirname "$dest")"
-  echo "fetch $url" >&2
-  curl -fsSL "$url" -o "$dest"
-  local got
-  got="$(sha256of "$dest")"
-  if [ "$got" != "$expect" ]; then
-    echo "checksum mismatch $dest: got $got want $expect" >&2
-    rm -f "$dest"
-    exit 1
-  fi
-}
-
-ensure_zig() {
-  if [ -n "${ZIG:-}" ] && [ -x "$ZIG" ]; then
-    return 0
-  fi
-  if [ -x "$ZIG_BIN" ]; then
-    export ZIG="$ZIG_BIN"
-    return 0
-  fi
-  if command -v zig >/dev/null 2>&1; then
-    export ZIG
-    ZIG="$(command -v zig)"
-    return 0
-  fi
-  local tar="$CACHE/zig-${ZIG_ARCH}-linux-${ZIG_VERSION}.tar.xz"
-  fetch "https://ziglang.org/download/${ZIG_VERSION}/zig-${ZIG_ARCH}-linux-${ZIG_VERSION}.tar.xz" \
-    "$tar" "$ZIG_SHA"
-  mkdir -p "$CACHE"
-  rm -rf "$ZIG_DIR"
-  tar -xJf "$tar" -C "$CACHE"
-  mv "$CACHE/zig-${ZIG_ARCH}-linux-${ZIG_VERSION}" "$ZIG_DIR"
-  mkdir -p "$ROOT/var/zig"
-  ln -sfn "$ZIG_DIR/zig" "$ZIG_BIN"
-  export ZIG="$ZIG_BIN"
-}
-
-ensure_libs() {
-  mkdir -p "$LIB"
-  if [ ! -f "$LIB/liblbug.so" ]; then
-    local tar="$CACHE/liblbug-linux-${LBUG_ARCH}.tar.gz"
-    fetch "https://github.com/LadybugDB/ladybug/releases/download/v${LBUG_VERSION}/liblbug-linux-${LBUG_ARCH}.tar.gz" \
-      "$tar" "$LBUG_SHA"
-    tar -xzf "$tar" -C "$LIB"
-  fi
-  if [ ! -f "$LIB/libtokenizers.a" ]; then
-    local tar="$CACHE/libtokenizers.linux-${TOK_ARCH}.tar.gz"
-    fetch "https://github.com/daulet/tokenizers/releases/download/v${TOKENIZERS_VERSION}/libtokenizers.linux-${TOK_ARCH}.tar.gz" \
-      "$tar" "$TOK_SHA"
-    tar -xzf "$tar" -C "$LIB"
-  fi
-}
-
-print_env() {
-  printf 'export ZIG=%q\n' "$ZIG"
-  printf 'export CC=%q\n' "$ROOT/bin/cgo/zcc"
-  printf 'export CXX=%q\n' "$ROOT/bin/cgo/zc++"
-  printf 'export CGO_ENABLED=1\n'
-  printf 'export CGO_CFLAGS=%q\n' "-I$LIB"
-  printf 'export CGO_LDFLAGS=%q\n' "-L$LIB -Wl,-rpath,${CGO_RPATH:-$LIB}"
-}
-
-ensure_zig
-ensure_libs
-
-cmd="${1:-env}"
-if [ "$cmd" = "env" ]; then
-  print_env
-  exit 0
-fi
-
-eval "$(print_env)"
-exec "$@"

bin/docker-entrypoint

@@ -1,10 +1,13 @@
 #!/usr/bin/env bash
 # bin/docker-entrypoint - run 2dph tools inside the container.
 #
-# API image (Zig CGO binaries):
+#   brain                 shell (default)
-#   serve | search | watch
+#   brain search <q>      bin/brain/search.go
-# Index image (Python write path, compose profile `index`):
+#   brain index           bin/kb/index --with-mail
-#   index | extract | audit | search (deprecated python wrapper)
+#   brain watch <dir>     compiled /app/bin/watch (bin/brain/watch.go)
+#   brain serve           compiled /app/bin/serve (bin/brain/serve.go)
+#   brain extract         bin/facts/extract (docker×compose pairing)
+#   brain audit           bin/facts/audit
 #
 # Usage comment starts at line 2 (self-describing convention).
 set -euo pipefail
@@ -12,27 +15,13 @@ set -euo pipefail
 CMD="${1:-shell}"
 shift || true
 
-if [ -x /usr/local/bin/brain-serve ]; then
-	case "$CMD" in
-		shell) exec bash ;;
-		serve) exec /usr/local/bin/brain-serve "$@" ;;
-		search) exec /usr/local/bin/brain-search "$@" ;;
-		watch) exec /usr/local/bin/brain-watch "$@" ;;
-		index)
-			echo "index is the Python sidecar: docker compose --profile index run --rm index" >&2
-			exit 2
-			;;
-		*) echo "unknown command: $CMD (api: serve|search|watch)" >&2; exit 2 ;;
-	esac
-fi
-
 case "$CMD" in
-	shell) exec bash ;;
+  shell) exec bash ;;
-	search) exec "$KB_PY" /app/bin/kb/search "$@" ;;
+  search) exec "$KB_PY" /app/bin/kb/search "$@" ;;
-	index) exec "$KB_PY" /app/bin/kb/index --with-mail "$@" ;;
+  index) exec "$KB_PY" /app/bin/kb/index --with-mail "$@" ;;
-	watch) exec /app/bin/watch "$@" ;;
+  watch) exec /app/bin/watch "$@" ;;
-	serve) exec /app/bin/serve "$@" ;;
+  serve) exec /app/bin/serve "$@" ;;
-	extract) exec "$KB_PY" /app/bin/facts/extract "$@" ;;
+  extract) exec "$KB_PY" /app/bin/facts/extract "$@" ;;
-	audit) exec "$KB_PY" /app/bin/facts/audit "$@" ;;
+  audit) exec "$KB_PY" /app/bin/facts/audit "$@" ;;
-	*) echo "unknown command: $CMD" >&2; exit 2 ;;
+  *) echo "unknown command: $CMD" >&2; exit 2 ;;
 esac

bin/facts/audit.go

@@ -1,21 +0,0 @@
-//usr/bin/env go run -tags=facts_audit "$0" "$@"; exit
-//go:build facts_audit
-//
-// bin/facts/audit.go - 2-source + lexicon checks.
-//
-//	./bin/facts/audit.go self
-//	./bin/facts/audit.go db
-//
-// Python bin/facts/audit is the implementation (CI runs it directly).
-// NOTE: never run `gofmt -w` on this file — it breaks the shebang.
-package main
-
-import (
-	"os"
-
-	"github.com/eSlider/2dph/internal/cmdbin"
-)
-
-func main() {
-	os.Exit(cmdbin.ExecFile("bin/facts/audit", os.Args[1:]))
-}

bin/facts/crm.go

@@ -1,20 +0,0 @@
-//usr/bin/env go run -tags=facts_crm "$0" "$@"; exit
-//go:build facts_crm
-//
-// bin/facts/crm.go - prove person↔company / company↔project (ooCRM × corpus).
-//
-//	./bin/facts/crm.go [--dry-run] [--mismatches]
-//
-// Python bin/facts/crm is the implementation. Graph write stays Python.
-// NOTE: never run `gofmt -w` on this file — it breaks the shebang.
-package main
-
-import (
-	"os"
-
-	"github.com/eSlider/2dph/internal/cmdbin"
-)
-
-func main() {
-	os.Exit(cmdbin.ExecFile("bin/facts/crm", os.Args[1:]))
-}

bin/facts/extract.go

@@ -1,20 +0,0 @@
-//usr/bin/env go run -tags=facts_extract "$0" "$@"; exit
-//go:build facts_extract
-//
-// bin/facts/extract.go - acquire confirmed facts (2-source each).
-//
-//	./bin/facts/extract.go [--json] [--dry-run]
-//
-// Python bin/facts/extract is the implementation. Graph write stays Python.
-// NOTE: never run `gofmt -w` on this file — it breaks the shebang.
-package main
-
-import (
-	"os"
-
-	"github.com/eSlider/2dph/internal/cmdbin"
-)
-
-func main() {
-	os.Exit(cmdbin.ExecFile("bin/facts/extract", os.Args[1:]))
-}

bin/kb/search

@@ -1,9 +1,10 @@
 #!/usr/bin/env bash
 # bin/kb/search — deprecated wrapper. Use bin/brain/search.go.
-# CGO via Zig (bin/cgo/zig), not gcc. Builds a binary then execs it.
+# Sets CGO for ladybug, builds a binary (embed daemon needs a real executable),
+# then execs it. Prints one deprecation line.
 set -euo pipefail
 
-ROOT="$(CDPATH= cd -- "$(dirname "$0")/../.." && pwd)"
+ROOT="$(cd "$(dirname "$0")/../.." && pwd)"
 BIN="$ROOT/var/bin/brain-search"
 SRC="$ROOT/internal/brain"
 CMD="$ROOT/bin/brain"
@@ -23,10 +24,11 @@ else
 fi
 
 if [ "$need_build" -eq 1 ]; then
-	echo "Building brain/search (zig cc)..." >&2
+	echo "Building brain/search..." >&2
 	(
 		cd "$ROOT" &&
-			eval "$("$ROOT/bin/cgo/zig" env)" &&
+			CGO_CFLAGS="-I$ROOT/lib-ladybug" \
+			CGO_LDFLAGS="-L$ROOT/lib-ladybug -Wl,-rpath,$ROOT/lib-ladybug" \
 			go build -tags system_ladybug -o "$BIN" ./bin/brain
 	) || exit 1
 fi

bin/markdown/import.go

@@ -1,100 +1,20 @@
-//usr/bin/env go run "$0" "$@"; exit
+//usr/bin/env go run -tags=markdown_import "$0" "$@"; exit
+//go:build markdown_import
 //
-// bin/markdown/import.go - split markdown into leafs (H2 boundaries).
+// bin/markdown/import.go - split markdown into leafs (mistune).
 //
 //	./bin/markdown/import.go [dir]
 //	./bin/markdown/import.go --files a.md,b.md --json
 //
-// Conversion only. Brain write is bin/brain/index.go.
-// Python bin/md/import remains as a fallback.
 // NOTE: never run `gofmt -w` on this file — it breaks the shebang.
 package main
 
 import (
-	"fmt"
 	"os"
-	"strings"
 
-	"github.com/eSlider/2dph/internal/mdleaves"
+	"github.com/eSlider/2dph/internal/cmdbin"
 )
 
 func main() {
-	os.Exit(run(os.Args[1:]))
+	os.Exit(cmdbin.ExecFile("bin/md/import", os.Args[1:]))
-}
-
-func run(args []string) int {
-	jsonOut := false
-	files := ""
-	root := "."
-	for i := 0; i < len(args); i++ {
-		a := args[i]
-		switch {
-		case a == "--json":
-			jsonOut = true
-		case a == "--files" && i+1 < len(args):
-			i++
-			files = args[i]
-		case strings.HasPrefix(a, "--files="):
-			files = strings.TrimPrefix(a, "--files=")
-		case a == "-h" || a == "--help":
-			fmt.Fprintln(os.Stderr, "bin/markdown/import.go [dir] [--files a.md,b.md] [--json]")
-			return 0
-		case strings.HasPrefix(a, "-"):
-			fmt.Fprintln(os.Stderr, "unknown arg:", a)
-			return 2
-		default:
-			root = a
-		}
-	}
-
-	var paths []string
-	if files != "" {
-		for _, f := range strings.Split(files, ",") {
-			f = strings.TrimSpace(f)
-			if f != "" {
-				paths = append(paths, f)
-			}
-		}
-	} else {
-		st, err := os.Stat(root)
-		if err != nil {
-			fmt.Fprintf(os.Stderr, "md/import: no such path %s\n", root)
-			return 2
-		}
-		if !st.IsDir() {
-			paths = []string{root}
-		} else {
-			var err error
-			paths, err = mdleaves.WalkMarkdown(root)
-			if err != nil {
-				fmt.Fprintf(os.Stderr, "md/import: %v\n", err)
-				return 1
-			}
-		}
-	}
-	if len(paths) == 0 {
-		fmt.Fprintln(os.Stderr, "md/import: no markdown files")
-		return 1
-	}
-
-	var all []mdleaves.Leaf
-	for _, p := range paths {
-		raw, err := os.ReadFile(p)
-		if err != nil {
-			fmt.Fprintf(os.Stderr, "md/import: %s: %v\n", p, err)
-			continue
-		}
-		all = append(all, mdleaves.ToAll(string(raw), p, "")...)
-	}
-	if jsonOut {
-		s, err := mdleaves.EncodeJSON(all)
-		if err != nil {
-			fmt.Fprintln(os.Stderr, err)
-			return 1
-		}
-		fmt.Print(s)
-		return 0
-	}
-	fmt.Print(mdleaves.EncodeYAML(all))
-	return 0
 }

bin/reasoner/bakeoff.go

@@ -1,91 +0,0 @@
-//usr/bin/env go run -tags=reasoner_bakeoff "$0" "$@"; exit
-//go:build reasoner_bakeoff
-//
-// bin/reasoner/bakeoff.go - CPU tool-call bake-off against an OpenAI-compatible URL (D18).
-//
-//	REASONER_BASE_URL=http://127.0.0.1:11435/v1 REASONER_MODEL=qwen3.5:9b ./bin/reasoner/bakeoff.go
-//	./bin/reasoner/bakeoff.go --model MichelRosselli/bonsai-27b:Q1_0 --json
-//
-// Measures OpenAI tool_calls (search/get/audit) and RSS from Ollama /api/ps, not VRAM.
-// PicoClaw is not in this repo; the tool names match internal/httpapi MCP ops.
-// NOTE: never run `gofmt -w` on this file — it breaks the shebang.
-package main
-
-import (
-	"encoding/json"
-	"fmt"
-	"os"
-	"strings"
-
-	"github.com/eSlider/2dph/internal/reasoner"
-)
-
-func main() {
-	os.Exit(run(os.Args[1:]))
-}
-
-func run(args []string) int {
-	base := os.Getenv("REASONER_BASE_URL")
-	if base == "" {
-		base = "http://127.0.0.1:11435/v1"
-	}
-	model := os.Getenv("REASONER_MODEL")
-	if model == "" {
-		model = reasoner.OllamaRAM
-	}
-	jsonOut := false
-	device := "cpu"
-	for i := 0; i < len(args); i++ {
-		a := args[i]
-		switch {
-		case a == "--json":
-			jsonOut = true
-		case a == "--model" && i+1 < len(args):
-			i++
-			model = args[i]
-		case strings.HasPrefix(a, "--model="):
-			model = strings.TrimPrefix(a, "--model=")
-		case a == "--base-url" && i+1 < len(args):
-			i++
-			base = args[i]
-		case a == "--device" && i+1 < len(args):
-			i++
-			device = args[i]
-		case a == "-h" || a == "--help":
-			fmt.Fprintln(os.Stderr, "bin/reasoner/bakeoff.go [--model ID] [--base-url URL] [--device cpu] [--json]")
-			return 0
-		default:
-			fmt.Fprintln(os.Stderr, "unknown arg:", a)
-			return 2
-		}
-	}
-	c := reasoner.Client{BaseURL: base, Model: model, Device: device}
-	rep := reasoner.Run(c)
-	raw, err := json.MarshalIndent(rep, "", "  ")
-	if err != nil {
-		fmt.Fprintln(os.Stderr, err)
-		return 1
-	}
-	if jsonOut {
-		fmt.Println(string(raw))
-	} else {
-		fmt.Printf("model: %s\n", rep.Model)
-		fmt.Printf("hf_id: %s\n", rep.HF)
-		fmt.Printf("device: %s\n", rep.Device)
-		fmt.Printf("tool_call: %d/%d\n", rep.ToolCallOK, rep.ToolCallN)
-		fmt.Printf("xml_leak: %d\n", rep.XMLLeak)
-		fmt.Printf("rss_mb: %d\n", rep.RSSMB)
-		fmt.Printf("vram_mb: %d\n", rep.VRAMMB)
-		for _, p := range rep.Prompts {
-			status := "fail"
-			if p.OK {
-				status = "ok"
-			}
-			fmt.Printf("  %s: %s wanted=%s got=%s xml=%v %dms %s\n", p.WantedTool, status, p.WantedTool, p.ToolName, p.XMLLeak, p.LatencyMS, p.Err)
-		}
-	}
-	if rep.ToolCallN == 0 {
-		return 1
-	}
-	return 0
-}

bin/reasoner/doc.go

@@ -1,2 +0,0 @@
-// Commands in this directory are shebang mains (bakeoff.go).
-package main

bin/tools/test_bin_layout.py

@@ -1,7 +1,6 @@
 """D14 layout: bin/{subject}/{method}.go, libs in internal/, one go.mod."""
 from __future__ import annotations
 
-import os
 import unittest
 from pathlib import Path
 
@@ -78,44 +77,6 @@ class BinLayoutTest(unittest.TestCase):
         for method in ("index.go", "get.go", "stats.go", "eval.go", "watch.go"):
             self._assert_shebang(f"bin/brain/{method}")
 
-    def test_brain_get_stats_eval_are_not_python_exec(self) -> None:
-        for method in ("get.go", "stats.go", "eval.go"):
-            text = (ROOT / "bin" / "brain" / method).read_text()
-            self.assertNotIn(
-                "ExecFile",
-                text,
-                f"bin/brain/{method} must call internal/brain, not ExecFile Python",
-            )
-            self.assertNotIn(
-                "cmdbin",
-                text,
-                f"bin/brain/{method} must not import internal/cmdbin",
-            )
-            self.assertIn(
-                "system_ladybug",
-                text.splitlines()[0],
-                f"bin/brain/{method} shebang must pass -tags=system_ladybug",
-            )
-            self.assertIn(
-                "github.com/eSlider/2dph/internal/brain",
-                text,
-            )
-
-    def test_eval_control_questions_live_in_rank(self) -> None:
-        rank = (ROOT / "internal" / "brain" / "rank" / "evalq.go").read_text()
-        py = (ROOT / "bin" / "kb" / "eval").read_text()
-        for frag in ("BM25", "DevOps", "LadybugDB"):
-            self.assertIn(frag, rank)
-            self.assertIn(frag, py)
-        self.assertIn("0.95", rank)
-
-    def test_facts_methods_are_shebangs(self) -> None:
-        for method in ("audit.go", "extract.go", "crm.go"):
-            self._assert_shebang(f"bin/facts/{method}")
-            text = (ROOT / "bin" / "facts" / method).read_text()
-            self.assertIn("cmdbin.ExecFile", text)
-            self.assertIn(f"bin/facts/{method.removesuffix('.go')}", text)
-
     def test_mail_import_is_shebang_not_brain_write(self) -> None:
         self._assert_shebang("bin/mail/import.go")
         index_mail = (ROOT / "bin" / "mail" / "index_mail").read_text()
@@ -125,28 +86,8 @@ class BinLayoutTest(unittest.TestCase):
             "index_mail must point at bin/brain/index.go",
         )
 
-    def test_markdown_import_is_go_not_python_exec(self) -> None:
+    def test_markdown_import_is_shebang(self) -> None:
         self._assert_shebang("bin/markdown/import.go")
-        text = (ROOT / "bin" / "markdown" / "import.go").read_text()
-        self.assertNotIn("ExecFile", text)
-        self.assertNotIn("cmdbin", text)
-        self.assertIn("internal/mdleaves", text)
-        self.assertNotIn("kb.lbug", text)
-
-    def test_import_adapters_do_not_write_ladybug(self) -> None:
-        for rel in (
-            "bin/mail/import.go",
-            "bin/mail/import",
-            "bin/markdown/import.go",
-            "bin/chats/import.go",
-            "bin/git/import.go",
-        ):
-            text = (ROOT / rel).read_text()
-            self.assertNotIn("upsert_leaf", text, rel)
-            self.assertNotIn("kb.lbug", text, rel)
-            self.assertNotIn("var/brain.lbug", text, rel)
-        index = (ROOT / "bin" / "brain" / "index.go").read_text()
-        self.assertIn("bin/kb/index", index)
 
     def test_postgres_query_is_shebang(self) -> None:
         self._assert_shebang("bin/postgres/query.go")
@@ -178,21 +119,3 @@ class BinLayoutTest(unittest.TestCase):
         for line in first.splitlines():
             if "go-git/go-git" in line:
                 self.assertNotIn("indirect", line)
-
-    def test_cgo_uses_zig_not_gcc(self) -> None:
-        for rel in ("bin/cgo/zig", "bin/cgo/zcc", "bin/cgo/zc++"):
-            p = ROOT / rel
-            self.assertTrue(p.is_file(), f"missing {rel}")
-            self.assertTrue(
-                os.access(p, os.X_OK),
-                f"{rel} must be executable",
-            )
-        zig = (ROOT / "bin" / "cgo" / "zig").read_text()
-        self.assertIn("zig cc", zig)
-        self.assertIn("0.14.1", zig)
-        zcc = (ROOT / "bin" / "cgo" / "zcc").read_text()
-        self.assertIn('exec "$ZIG" cc', zcc)
-        self.assertNotIn("command -v gcc", zcc)
-        search = (ROOT / "bin" / "kb" / "search").read_text()
-        self.assertIn("bin/cgo/zig", search)
-        self.assertNotIn("command -v gcc", search)

bin/tools/test_index_adapters.py

@@ -1,41 +0,0 @@
-"""Import adapters write files only. Index rebuild is brain/index (D14 / Gitea #7)."""
-from __future__ import annotations
-
-import json
-import os
-import subprocess
-import sys
-import tempfile
-import unittest
-from pathlib import Path
-
-ROOT = Path(__file__).resolve().parents[2]
-
-
-class IndexAdapterTest(unittest.TestCase):
-    def test_dry_run_fixture_corpus_does_not_write_lbug(self) -> None:
-        tmp = Path(tempfile.mkdtemp())
-        (tmp / "note.md").write_text("# Fixture\n\n## Leaf\n\nhello corpus\n", encoding="utf-8")
-        lbug = tmp / "kb.lbug"
-        try:
-            import ladybug  # noqa: F401
-        except ImportError:
-            venv_py = ROOT / ".venv" / "bin" / "python"
-            if not venv_py.is_file():
-                self.skipTest("ladybug missing")
-            py = str(venv_py)
-        else:
-            py = sys.executable
-        proc = subprocess.run(
-            [py, str(ROOT / "bin" / "kb" / "index"), "--dry-run", "--json", "--corpus", str(tmp)],
-            cwd=ROOT,
-            capture_output=True,
-            text=True,
-            env=os.environ.copy(),
-            check=False,
-        )
-        self.assertEqual(proc.returncode, 0, proc.stderr)
-        msg = json.loads(proc.stdout)
-        self.assertTrue(msg.get("dry_run"))
-        self.assertGreaterEqual(msg.get("corpus_total", 0), 1)
-        self.assertFalse(lbug.exists(), "dry-run must not create a Ladybug file")

bin/tools/test_published_docs.py

@@ -59,79 +59,6 @@ class PublishedDocsTest(unittest.TestCase):
         self.assertNotIn("password", settings.lower())
         self.assertIn("json", settings)
 
-    def test_picoclaw_compose_profile_has_mcp_example(self) -> None:
-        compose = (ROOT / "compose.yaml").read_text()
-        self.assertIn('profiles: ["picoclaw"]', compose)
-        self.assertIn("127.0.0.1:8630", compose)
-        example = (ROOT / "deploy" / "picoclaw" / "mcp.json.example").read_text()
-        self.assertIn("127.0.0.1:8630/mcp", example)
-        self.assertNotIn("password", example.lower())
-        self.assertNotIn("token", example.lower())
-        docs = (ROOT / "docs" / "picoclaw.md").read_text()
-        self.assertIn("search", docs)
-        self.assertIn("throttled", docs)
-
-    def test_readme_read_path_is_go(self) -> None:
-        plan = (ROOT / "PLAN.md").read_text()
-        self.assertIn("get.go", plan)
-        self.assertIn("CI fallback", plan)
-        design = (ROOT / "docs" / "design.md").read_text()
-        self.assertIn("internal/brain/rank", design)
-        self.assertIn("They do not exec Python", design)
-
-    def test_openapi_mcp_from_same_handlers(self) -> None:
-        plan = (ROOT / "PLAN.md").read_text()
-        self.assertIn("D20", plan)
-        self.assertIn("/openapi.json", (ROOT / "README.md").read_text())
-        self.assertIn("/mcp", (ROOT / "README.md").read_text())
-        skill = (ROOT / "skills" / "brain" / "SKILL.md").read_text()
-        self.assertIn("/mcp", skill)
-        self.assertFalse((ROOT / "skills" / "db-yaml").exists())
-        self.assertTrue((ROOT / "skills" / "postgres" / "SKILL.md").is_file())
-
-    def test_cgo_zig_and_index_profile(self) -> None:
-        plan = (ROOT / "PLAN.md").read_text()
-        self.assertIn("D21", plan)
-        self.assertIn("zig cc", plan)
-        dockerfile = (ROOT / "Dockerfile").read_text()
-        self.assertIn("bin/cgo/zcc", dockerfile)
-        self.assertIn("FROM debian:bookworm-slim AS api", dockerfile)
-        self.assertIn("FROM python:3.12-slim AS index", dockerfile)
-        api = dockerfile[dockerfile.index("FROM debian:bookworm-slim AS api") :]
-        self.assertNotIn("pip install", api)
-        compose = (ROOT / "compose.yaml").read_text()
-        self.assertIn('profiles: ["index"]', compose)
-        self.assertIn("target: api", compose)
-
-    def test_reasoner_docs_name_real_hf_ids_cpu_sidecar(self) -> None:
-        docs = (ROOT / "docs" / "reasoner.md").read_text()
-        for hf in (
-            "Qwen/Qwen3.5-9B",
-            "Qwen/Qwen3.6-27B",
-            "prism-ml/Bonsai-27B-gguf",
-        ):
-            self.assertIn(hf, docs)
-        self.assertIn("no official qwen3.6-9b", docs.lower())
-        self.assertIn("OLLAMA_NUM_GPU", docs)
-        self.assertIn("rss_mb", docs)
-        self.assertIn("vram_mb", docs)
-        self.assertIn("3/3", docs)
-        self.assertIn("Do not claim 9B is better at tools", docs)
-        self.assertNotIn("Qwen/Qwen3.6-9B", docs)
-        plan = (ROOT / "PLAN.md").read_text()
-        self.assertIn("D18", plan)
-        self.assertIn("Qwen/Qwen3.5-9B", plan)
-        compose = (ROOT / "compose.yaml").read_text()
-        self.assertIn('profiles: ["reasoner"]', compose)
-        self.assertIn("OLLAMA_NUM_GPU", compose)
-        self.assertIn("127.0.0.1:11435", compose)
-        dockerfile = (ROOT / "Dockerfile").read_text()
-        self.assertNotIn(".gguf", dockerfile.lower())
-        self.assertNotIn(".safetensors", dockerfile.lower())
-        api = dockerfile[dockerfile.index("FROM debian:bookworm-slim AS api") :]
-        self.assertNotIn("COPY models", api)
-        self.assertNotIn("qwen", api.lower())
-
     def test_readme_search_escalates_web(self) -> None:
         text = (ROOT / "README.md").read_text()
         self.assertIn("--no-web", text)

bin/tools/test_skills.py

@@ -1,49 +0,0 @@
-"""Skills must name live commands; every bin/ path in SKILL.md must exist."""
-from __future__ import annotations
-
-import re
-import unittest
-from pathlib import Path
-
-ROOT = Path(__file__).resolve().parents[2]
-BIN_PATH = re.compile(r"(bin/[A-Za-z0-9_./-]+)")
-
-
-class SkillsTest(unittest.TestCase):
-    def test_db_yaml_renamed_to_postgres(self) -> None:
-        self.assertFalse(
-            (ROOT / "skills" / "db-yaml").exists(),
-            "skills/db-yaml must be skills/postgres",
-        )
-        self.assertTrue((ROOT / "skills" / "postgres" / "SKILL.md").is_file())
-        text = (ROOT / "skills" / "postgres" / "SKILL.md").read_text()
-        self.assertIn("bin/postgres/query.go", text)
-        self.assertNotIn("search.ops.io", text)
-
-    def test_every_bin_path_in_skills_exists(self) -> None:
-        missing: list[str] = []
-        for path in (ROOT / "skills").rglob("SKILL.md"):
-            text = path.read_text()
-            for m in BIN_PATH.finditer(text):
-                rel = m.group(1).rstrip(")`.,;")
-                candidate = ROOT / rel
-                if not candidate.exists():
-                    missing.append(f"{path.relative_to(ROOT)}: {rel}")
-        self.assertEqual(missing, [], "skill bin paths must exist")
-
-    def test_brain_skill_lists_generated_tools(self) -> None:
-        tools = (ROOT / "skills" / "brain" / "tools.md").read_text()
-        skill = (ROOT / "skills" / "brain" / "SKILL.md").read_text()
-        self.assertIn("tools.md", skill)
-        for name in ("search", "get", "stats", "audit"):
-            self.assertIn(f"`{name}`", tools)
-
-    def test_picoclaw_lists_tool_order(self) -> None:
-        skill = (ROOT / "skills" / "picoclaw" / "SKILL.md").read_text()
-        agents = (ROOT / "AGENTS.md").read_text()
-        self.assertIn("**`search`**", skill)
-        self.assertIn("**`get`**", skill)
-        self.assertIn("**`audit`**", skill)
-        self.assertIn("throttled", skill.lower())
-        self.assertIn("not a negative finding", agents)
-        self.assertIn("Fact-check every", agents)

compose.yaml

@@ -1,87 +1,66 @@
 # 2dph — docker composition
 #
-#   docker compose up -d brain                  # API (Zig CGO serve)
+#   docker compose run --rm brain index                     # rebuild graph
-#   docker compose --profile index run --rm index   # Python rebuild
+#   docker compose run --rm brain search "Matrix fed"       # one-shot query
-#   docker compose --profile picoclaw up brain-mcp
+#   docker compose run --rm brain serve                     # async Go server
-#   docker compose --profile reasoner up -d reasoner   # CPU Ollama :11435
+#   docker compose up brain-watch                           # auto re-index
-#   docker compose --profile searxng up -d
 #
-# Secrets never baked in: search.env + db-profiles.yml from ~/.config/brain.
+# Caching: the 128M model (HF_HOME) and kb.lbug (VAR_DIR) live in named
+# volumes, so rebuilds never redownload the model or re-derive the graph.
+# Secrets are never baked into the image: search.env + db-profiles.yml mount
+# read-only from ~/.config/brain.
 
 name: 2dph
 
 services:
   brain:
-    image: ghcr.io/eslider/2dph:api
+    image: ghcr.io/eslider/2dph:latest
     build:
       context: .
       dockerfile: Dockerfile
-      target: api
       cache_from:
         - ghcr.io/eslider/2dph:cache
-    command: ["serve"]
+    command: ["brain", "search", "help"]
     environment: &env
       HF_HOME: /data/hf
       BRAIN_SEARCH_CACHE: /data/cache/web-search.sqlite
       BRAIN_DB_PROFILES: /secret/db-profiles.yml
       BRAIN_SEARCH_ENV: /secret/search.env
-      KB_ROOT: /data
+      KB_SEARCH_CMD: /app/bin/kb/search
       KB_WORKERS: "4"
-      KB_PORT: "8630"
     volumes:
       - kb-model:/data/hf
       - kb-var:/data
+      # corpus is read-only on the host, never written from the container
+      - ..:/corpus:ro
       - ~/.config/brain:/secret:ro
-    ports:
-      - "127.0.0.1:8630:8630"
     read_only: true
     tmpfs:
       - /tmp
     healthcheck:
-      test: ["CMD", "wget", "-qO-", "http://127.0.0.1:8630/health"]
+      test: ["CMD", "python3", "-c", "import ladybug, model2vec, mistune; print('ok')"]
       interval: 30s
       timeout: 5s
       retries: 3
     restart: unless-stopped
     stop_grace_period: 20s
 
+  # watcher: re-index on corpus file change (watchdog script)
   brain-watch:
-    image: ghcr.io/eslider/2dph:api
+    image: ghcr.io/eslider/2dph:latest
     environment: *env
     volumes:
       - kb-model:/data/hf
       - kb-var:/data
       - ..:/corpus:ro
       - ~/.config/brain:/secret:ro
-    command: ["watch", "/corpus"]
+    command: ["brain", "watch", "/corpus"]
     read_only: true
     tmpfs:
       - /tmp
     restart: unless-stopped
     stop_grace_period: 20s
 
-  # Python write path (Ladybug rebuild). Not in the API image.
-  #   docker compose --profile index run --rm index
-  index:
-    profiles: ["index"]
-    image: ghcr.io/eslider/2dph:index
-    build:
-      context: .
-      dockerfile: Dockerfile
-      target: index
-    environment:
-      HF_HOME: /data/hf
-      KB_PY: python3
-    volumes:
-      - kb-model:/data/hf
-      - kb-var:/app/var
-      - ..:/corpus:ro
-      - ~/.config/brain:/secret:ro
-    command: ["index"]
-    read_only: true
-    tmpfs:
-      - /tmp
-
   # Optional local SearXNG (D3). Skip if BRAIN_SEARCH_URL already points at a
   # live instance — do not run a second copy on that host.
   #   SEARXNG_SECRET=$(openssl rand -hex 32) docker compose --profile searxng up -d
@@ -97,41 +76,6 @@ services:
       - ./deploy/searxng/limiter.toml:/etc/searxng/limiter.toml:ro
     restart: unless-stopped
 
-  # MCP endpoint for an external agent (PicoClaw is not shipped here).
-  #   docker compose --profile picoclaw up brain-mcp
-  brain-mcp:
-    profiles: ["picoclaw"]
-    image: ghcr.io/eslider/2dph:api
-    environment: *env
-    volumes:
-      - kb-model:/data/hf
-      - kb-var:/data
-      - ~/.config/brain:/secret:ro
-    command: ["serve"]
-    ports:
-      - "127.0.0.1:8630:8630"
-    read_only: true
-    tmpfs:
-      - /tmp
-    restart: unless-stopped
-
-  # CPU OpenAI-compatible sidecar (D18). Weights are pulled at runtime, not
-  # baked into the 2dph image. Does not touch host Ollama on :11434.
-  #   docker compose --profile reasoner up -d reasoner
-  #   docker compose --profile reasoner exec reasoner ollama pull qwen3.5:9b
-  reasoner:
-    profiles: ["reasoner"]
-    image: docker.io/ollama/ollama:latest
-    environment:
-      OLLAMA_NUM_GPU: "0"
-      OLLAMA_HOST: "0.0.0.0:11434"
-    ports:
-      - "127.0.0.1:11435:11434"
-    volumes:
-      - reasoner-ollama:/root/.ollama
-    restart: unless-stopped
-
 volumes:
   kb-model:
-  kb-var:
+  kb-var:
-  reasoner-ollama:

deploy/picoclaw/mcp.json.example

@@ -1,8 +0,0 @@
-{
-  "mcpServers": {
-    "2dph": {
-      "url": "http://127.0.0.1:8630/mcp",
-      "description": "2dph fact gate. Tool order: search → get → audit. throttled is not absence."
-    }
-  }
-}

docs/README.md

@@ -6,7 +6,6 @@ Brain/ops/eSlider stack. Facts need proof or they are
 
 - [PLAN.md](../PLAN.md) — decisions, execution order, open questions (v2)
 - [design](design.md) — schema, deduction model, sources
-- [reasoner](reasoner.md) — D18 CPU bake-off (Qwen3.5-9B vs Bonsai / Qwen3.6-27B)
 - [Gitea issues](https://git.produktor.io/eSlider/2dph/issues) — work board (origin)
 
 Search: `bin/brain/search.go "query"` (HTTP: `bin/brain/serve.go` —

docs/crm-associations-proof.md

@@ -1,33 +0,0 @@
-# CRM association proof (oo CLI ↔ corpus)
-
-Proven with `oo` (eslider/go-onlyoffice) against the OnlyOffice portal
-(`office.produktor.io`). Portal CRM is the SSOT for company ↔ person ↔
-project associations; the corpus SoT (`eslider/cv/projects/knowledge-mesh-seed.yaml`)
-is the second, independent source. Facts that can be backed by both are
-written to the brain under `root=facts` by `bin/facts/crm`.
-
-## What was verified
-
-- Logical counts (portal MySQL): 1300 contacts = 897 persons + 404 companies,
-  198 projects, 998 deals, 939 project↔contact links.
-- Every client company linked to a project has ≥1 person underneath.
-- Every person `company_id` resolves to an existing company.
-- Corpus org list (9) maps 1:1 onto CRM companies:
-  ProProdukt SL / produktor.io, Dyvenia, Immowelt AG, WhereGroup,
-  Keynote SIGOS, D2S/SYSTEMS, GRID, Pack und Cup, Markets Platform.
-- 78 person↔company association facts written to the brain
-  (`how=crm-crosscheck`, `type=association`). Recall@5 in `bin/kb/eval` = 1.0.
-
-## Mistakes found
-
-| # | Mistake | Fix |
-|---|---------|-----|
-| 1 | Duplicate legal entity `GoldenRatio.Exchange` (contact 759) vs `Golden Ratio Exchange` (763); 3 deals (211, 287, 559) were linked to 759 | `oo contacts merge 759 763` — 763 kept, 759 removed, deal links re-pointed to 763 |
-| 2 | `env/`-wide: OnlyOffice creds file used wrong UX (user `eslider`, password with `$2` suffix) making `oo` auth fail | `.env` fixed to `eslider@gmail.com` + clean password; `.env` stays gitignored |
-
-## Gates after fix
-
-- `uv run python -m unittest discover -s bin/tools -t .` → 26 tests OK
-- `bin/facts/audit self` + `bin/facts/audit db` → ok
-- `bin/kb/eval` → recall@5 = 1.0
-- `go test ./...` (bin/server + bin/watch) → ok

docs/design.md

@@ -61,29 +61,4 @@ corpus HEAD.
 - C: narrative — READMEs, AGENTS.md, docs
 
 Confirmed = A×B or B×C agreement. Single source = hypothesis + `(not confirmed)`.
-Conflicting pairings (≥2 yes vs ≥2 no) = hypothesis (OQ1 → v2 resolution).
+Conflicting pairings (≥2 yes vs ≥2 no) = hypothesis (OQ1 → v2 resolution).
-
-## Read path
-
-`bin/brain/get.go`, `stats.go`, and `eval.go` call `internal/brain` with cgo
-(`system_ladybug`), compiled by **Zig** (`bin/cgo/zcc`, D21), not gcc.
-They do not exec Python. Control questions for recall@5 live in
-`internal/brain/rank` so CI can test the table without libladybug.
-Python `bin/kb/{get,stats,eval}` remain for GitHub Actions until the runner
-fetches Zig + libs (`bin/cgo/zig`). Index/write is still `bin/kb/index`
-(`docker compose --profile index`).
-
-## Agent API (D20)
-
-`bin/brain/serve.go` exposes the same `internal/httpapi.Ops` table as OpenAPI
-(`GET /openapi.json`) and MCP (`POST /mcp` JSON-RPC `tools/list` +
-`tools/call`). Tool names match paths: `search`, `get`, `stats`, `audit`.
-Agents should use these endpoints instead of shebang CLIs.
-
-## Reasoner (D18)
-
-Pluggable OpenAI-compatible URL. RAM: `Qwen/Qwen3.5-9B`. Quality:
-`prism-ml/Bonsai-27B-gguf` or `Qwen/Qwen3.6-27B`. No official Qwen3.6-9B.
-CPU sidecar: compose profile `reasoner` (`OLLAMA_NUM_GPU=0`,
-`127.0.0.1:11435`). Bake-off: `bin/reasoner/bakeoff.go`. Weights stay out
-of the 2dph image. See [docs/reasoner.md](reasoner.md).

docs/picoclaw.md

@@ -1,18 +0,0 @@
-# PicoClaw profile (reference agent)
-
-2dph is the memory/fact gate. PicoClaw (or any MCP client) is the agent loop
-and is **not** shipped in this repo.
-
-```bash
-docker compose --profile picoclaw up brain-mcp
-```
-
-The API listens on `127.0.0.1:8630`. Point the agent at
-`http://127.0.0.1:8630/mcp` using [deploy/picoclaw/mcp.json.example](../deploy/picoclaw/mcp.json.example).
-
-OpenAPI: `GET http://127.0.0.1:8630/openapi.json`.
-
-Before a factual reply: `search` → `get` → `audit`. `throttled` is not a
-negative finding. See `skills/picoclaw/SKILL.md`.
-
-No Cursor required. A live PicoClaw binary/image is an operator choice.

docs/reasoner.md

@@ -1,69 +0,0 @@
-# Reasoner bake-off (D18)
-
-Pluggable OpenAI-compatible URL. 2dph does not ship weights. PicoClaw is
-not in this repo; the bake-off hits the same tool names PicoClaw would
-(`search` → `get` → `audit` from `internal/httpapi.Ops`).
-
-```bash
-docker compose --profile reasoner up -d reasoner
-docker compose --profile reasoner exec reasoner ollama pull qwen3.5:9b
-REASONER_BASE_URL=http://127.0.0.1:11435/v1 REASONER_MODEL=qwen3.5:9b \
-  ./bin/reasoner/bakeoff.go --json
-```
-
-Host Ollama on `:11434` is left alone. This sidecar binds `127.0.0.1:11435`
-with `OLLAMA_NUM_GPU=0` (CPU). Measure RSS (`/api/ps` `size`), not VRAM.
-
-If Compose cannot allocate a project network (Docker IPAM pool exhausted),
-the same sidecar is:
-
-```bash
-docker run -d --name 2dph-reasoner \
-  -e OLLAMA_NUM_GPU=0 \
-  -p 127.0.0.1:11435:11434 \
-  -v 2dph-reasoner-ollama:/root/.ollama \
-  ollama/ollama:latest
-```
-
-## Real Hugging Face ids
-
-| Role | HF id | Ollama tag (this bake-off) |
-|------|-------|----------------------------|
-| RAM / 9B | `Qwen/Qwen3.5-9B` | `qwen3.5:9b` |
-| Quality 27B (CPU) | `prism-ml/Bonsai-27B-gguf` (derived from Qwen3.6-27B) | `MichelRosselli/bonsai-27b:Q1_0` |
-| Quality 27B (full) | `Qwen/Qwen3.6-27B` | not pulled on this CPU box |
-
-There is **no official Qwen3.6-9B**. Do not invent that id.
-
-Qwen3.5-9B has documented upstream tool-call XML bugs. A 9B win on tools
-is only claimed if this bake-off records OpenAI `tool_calls` (not
-`<tool_call>` XML in `content`).
-
-The 2dph API image does not `COPY` GGUF/safetensors. Pull at runtime into
-the `reasoner-ollama` volume.
-
-## Live CPU run
-
-Host sidecar: Ollama **0.32.9**, `OLLAMA_NUM_GPU=0`, `127.0.0.1:11435`,
-`device: cpu`, `vram_mb: 0`. Date: 2026-08-13. Same three prompts
-(`search` / `get` / `audit`). PicoClaw binary was not used; the OpenAI
-tools payload is the surface it would send.
-
-| Model | HF id | tool_call | xml_leak | rss_mb | latency_ms (search/get/audit) |
-|-------|-------|-----------|----------|--------|-------------------------------|
-| `qwen3.5:9b` | `Qwen/Qwen3.5-9B` | 3/3 | 0 | 5790 | 50059 / 51678 / 31980 |
-| `MichelRosselli/bonsai-27b:Q1_0` | `prism-ml/Bonsai-27B-gguf` | 3/3 | 0 | 21951 | 327702 / 166830 / 119808 |
-| `Qwen/Qwen3.6-27B` | `Qwen/Qwen3.6-27B` | not loaded | — | — | too heavy for this CPU box |
-
-Both loaded models emitted OpenAI `tool_calls` (not `<tool_call>` XML) on
-this runtime. **Do not claim 9B is better at tools** — the score is tied
-at 3/3. 9B is smaller and faster. Bonsai RSS includes weights + KV
-(`size` from `/api/ps`); first Bonsai prompt includes cold load.
-
-Re-run:
-
-```bash
-REASONER_BASE_URL=http://127.0.0.1:11435/v1 REASONER_MODEL=qwen3.5:9b \
-  ./bin/reasoner/bakeoff.go --json
-REASONER_MODEL=MichelRosselli/bonsai-27b:Q1_0 ./bin/reasoner/bakeoff.go --json
-```

internal/brain/modelid.go

@@ -1,3 +0,0 @@
-package brain
-
-const ModelID = "minishlab/potion-multilingual-128M"

internal/brain/rank/evalq.go

@@ -1,16 +0,0 @@
-package rank
-
-// Eval control questions (recall@5). Kept here so CI can test the gate
-// table without ladybug cgo. The runner lives in internal/brain (cgo).
-const EvalRecallThreshold = 0.95
-
-type EvalQuestion struct {
-	Query    string
-	Fragment string
-}
-
-var EvalQuestions = []EvalQuestion{
-	{"hybrid search fts and vector", "BM25"},
-	{"eslider devops engineer", "DevOps"},
-	{"ladybugdb graph engine storage", "LadybugDB"},
-}

internal/brain/rank/evalq_test.go

@@ -1,17 +0,0 @@
-package rank
-
-import "testing"
-
-func TestEvalQuestionsAreThreeAndThreshold(t *testing.T) {
-	if EvalRecallThreshold != 0.95 {
-		t.Fatalf("threshold = %v", EvalRecallThreshold)
-	}
-	if len(EvalQuestions) != 3 {
-		t.Fatalf("questions = %d, want 3", len(EvalQuestions))
-	}
-	for _, q := range EvalQuestions {
-		if q.Query == "" || q.Fragment == "" {
-			t.Fatalf("empty control: %+v", q)
-		}
-	}
-}

internal/brain/read.go

@@ -1,281 +0,0 @@
-//go:build cgo && system_ladybug
-
-package brain
-
-import (
-	"encoding/json"
-	"fmt"
-	"os"
-	"sort"
-	"strings"
-	"unicode/utf8"
-
-	"github.com/eSlider/2dph/internal/brain/rank"
-)
-
-func MainGet(args []string) int {
-	id, body, jsonOut := "", false, false
-	for _, a := range args {
-		switch {
-		case a == "--body":
-			body = true
-		case a == "--json":
-			jsonOut = true
-		case a == "-h" || a == "--help":
-			fmt.Fprintln(os.Stderr, `usage: bin/brain/get.go <id> [--body] [--json]`)
-			return 0
-		case strings.HasPrefix(a, "-"):
-			fmt.Fprintf(os.Stderr, "brain/get: unknown flag %s\n", a)
-			return 2
-		default:
-			id = a
-		}
-	}
-	if id == "" {
-		fmt.Fprintln(os.Stderr, "brain/get: id required")
-		return 2
-	}
-	if err := openBrain(); err != nil {
-		fmt.Fprintf(os.Stderr, "open brain: %v\n", err)
-		return 1
-	}
-	defer closeBrain()
-	meta, text, err := lookupLeaf(id)
-	if err != nil {
-		fmt.Fprintf(os.Stderr, "brain/get: %v\n", err)
-		return 1
-	}
-	out := Dict{
-		{"id", meta["id"]},
-		{"root", meta["root"]},
-		{"confidence", meta["confidence"]},
-		{"source", meta["source"]},
-		{"type", meta["type"]},
-	}
-	if body {
-		out = append(out, KV{"text", text})
-	} else {
-		out = append(out, KV{"snippet", clip(text, 280)})
-	}
-	if jsonOut {
-		m := map[string]any{}
-		for _, kv := range out {
-			m[kv.K] = kv.V
-		}
-		enc := json.NewEncoder(os.Stdout)
-		enc.SetIndent("", "  ")
-		enc.SetEscapeHTML(false)
-		return b2i(enc.Encode(m))
-	}
-	fmt.Print(toYAML(out, 0))
-	return 0
-}
-
-func MainStats(args []string) int {
-	jsonOut := false
-	for _, a := range args {
-		switch a {
-		case "--json":
-			jsonOut = true
-		case "-h", "--help":
-			fmt.Fprintln(os.Stderr, `usage: bin/brain/stats.go [--json]`)
-			return 0
-		default:
-			if strings.HasPrefix(a, "-") {
-				fmt.Fprintf(os.Stderr, "brain/stats: unknown flag %s\n", a)
-				return 2
-			}
-		}
-	}
-	if err := openBrain(); err != nil {
-		fmt.Fprintf(os.Stderr, "open brain: %v\n", err)
-		return 1
-	}
-	defer closeBrain()
-	s, err := leafStats()
-	if err != nil {
-		fmt.Fprintf(os.Stderr, "brain/stats: %v\n", err)
-		return 1
-	}
-	if jsonOut {
-		enc := json.NewEncoder(os.Stdout)
-		enc.SetIndent("", "  ")
-		enc.SetEscapeHTML(false)
-		return b2i(enc.Encode(s))
-	}
-	by := s["by_root"].(map[string]int)
-	keys := make([]string, 0, len(by))
-	for k := range by {
-		keys = append(keys, k)
-	}
-	sort.Strings(keys)
-	byRoot := make(Dict, 0, len(keys))
-	for _, k := range keys {
-		byRoot = append(byRoot, KV{k, by[k]})
-	}
-	out := Dict{
-		{"total", s["total"]},
-		{"by_root", byRoot},
-		{"db", s["db"]},
-		{"model", s["model"]},
-	}
-	fmt.Print(toYAML(out, 0))
-	return 0
-}
-
-func MainEval(args []string) int {
-	jsonOut := false
-	for _, a := range args {
-		switch a {
-		case "--json":
-			jsonOut = true
-		case "-h", "--help":
-			fmt.Fprintln(os.Stderr, `usage: bin/brain/eval.go [--json]`)
-			return 0
-		default:
-			if strings.HasPrefix(a, "-") {
-				fmt.Fprintf(os.Stderr, "brain/eval: unknown flag %s\n", a)
-				return 2
-			}
-		}
-	}
-	if err := openBrain(); err != nil {
-		fmt.Fprintf(os.Stderr, "open brain: %v\n", err)
-		return 1
-	}
-	defer closeBrain()
-	recalled := 0
-	details := make([]any, 0, len(rank.EvalQuestions))
-	jsDetails := make([]map[string]any, 0, len(rank.EvalQuestions))
-	for _, q := range rank.EvalQuestions {
-		hits, err := queryFTS(q.Query, 5)
-		ok := false
-		if err == nil {
-			frag := strings.ToLower(q.Fragment)
-			for _, h := range hits {
-				if strings.Contains(strings.ToLower(h.Text), frag) {
-					ok = true
-					break
-				}
-			}
-		}
-		if ok {
-			recalled++
-		}
-		details = append(details, Dict{
-			{"q", q.Query},
-			{"fragment", q.Fragment},
-			{"in_top5", ok},
-		})
-		jsDetails = append(jsDetails, map[string]any{
-			"q": q.Query, "fragment": q.Fragment, "in_top5": ok,
-		})
-	}
-	n := len(rank.EvalQuestions)
-	recall := 0.0
-	if n > 0 {
-		recall = float64(recalled) / float64(n)
-	}
-	passed := recall >= rank.EvalRecallThreshold
-	if jsonOut {
-		enc := json.NewEncoder(os.Stdout)
-		enc.SetIndent("", "  ")
-		enc.SetEscapeHTML(false)
-		_ = enc.Encode(map[string]any{
-			"recall@5": round3(recall),
-			"passed":   passed,
-			"gate":     n,
-			"details":  jsDetails,
-		})
-	} else {
-		out := Dict{
-			{"recall@5", round3(recall)},
-			{"passed", passed},
-			{"gate", n},
-			{"details", details},
-		}
-		fmt.Print(toYAML(out, 0))
-	}
-	if !passed {
-		return 2
-	}
-	return 0
-}
-
-func lookupLeaf(id string) (map[string]string, string, error) {
-	if conn == nil {
-		return nil, "", fmt.Errorf("brain not open")
-	}
-	stmt, err := conn.Prepare(
-		"MATCH (l:Leaf {id:$id}) RETURN l.id, l.text, l.root, l.confidence, l.source, l.type",
-	)
-	if err != nil {
-		return nil, "", err
-	}
-	defer stmt.Close()
-	res, err := conn.Execute(stmt, map[string]any{"id": id})
-	if err != nil {
-		return nil, "", err
-	}
-	if !res.HasNext() {
-		return nil, "", fmt.Errorf("no leaf %s", id)
-	}
-	row, err := res.Next()
-	if err != nil {
-		return nil, "", err
-	}
-	vals, err := row.GetAsSlice()
-	if err != nil || len(vals) < 6 {
-		return nil, "", fmt.Errorf("leaf row")
-	}
-	meta := map[string]string{
-		"id":         fmt.Sprint(vals[0]),
-		"root":       fmt.Sprint(vals[2]),
-		"confidence": fmt.Sprint(vals[3]),
-		"source":     fmt.Sprint(vals[4]),
-		"type":       fmt.Sprint(vals[5]),
-	}
-	return meta, fmt.Sprint(vals[1]), nil
-}
-
-func leafStats() (map[string]any, error) {
-	if conn == nil {
-		return nil, fmt.Errorf("brain not open")
-	}
-	res, err := conn.Query("MATCH (l:Leaf) RETURN l.root, count(*)")
-	if err != nil {
-		return nil, err
-	}
-	byRoot := map[string]int{}
-	total := 0
-	for res.HasNext() {
-		row, err := res.Next()
-		if err != nil {
-			return nil, err
-		}
-		vals, err := row.GetAsSlice()
-		if err != nil || len(vals) < 2 {
-			continue
-		}
-		n := int(asInt(vals[1]))
-		byRoot[fmt.Sprint(vals[0])] = n
-		total += n
-	}
-	return map[string]any{
-		"total":   total,
-		"by_root": byRoot,
-		"db":      dbPath(),
-		"model":   ModelID,
-	}, nil
-}
-
-func clip(s string, n int) string {
-	if utf8.RuneCountInString(s) <= n {
-		return s
-	}
-	return string([]rune(s)[:n])
-}
-
-func round3(f float64) float64 {
-	return float64(int(f*1000+0.5)) / 1000
-}

internal/httpapi/mcp.go

@@ -1,185 +0,0 @@
-package httpapi
-
-import (
-	"encoding/json"
-	"fmt"
-	"io"
-	"net/http"
-	"strconv"
-	"strings"
-)
-
-type rpcReq struct {
-	JSONRPC string          `json:"jsonrpc"`
-	ID      json.RawMessage `json:"id"`
-	Method  string          `json:"method"`
-	Params  json.RawMessage `json:"params"`
-}
-
-type rpcErr struct {
-	Code    int    `json:"code"`
-	Message string `json:"message"`
-}
-
-func (s *Server) handleOpenAPI(w http.ResponseWriter, _ *http.Request) {
-	writeJSON(w, http.StatusOK, OpenAPI())
-}
-
-func (s *Server) handleMCP(w http.ResponseWriter, r *http.Request) {
-	if r.Method != http.MethodPost {
-		writeJSON(w, http.StatusMethodNotAllowed, map[string]any{"error": "POST JSON-RPC"})
-		return
-	}
-	raw, err := io.ReadAll(io.LimitReader(r.Body, 1<<20))
-	if err != nil {
-		writeJSON(w, http.StatusBadRequest, map[string]any{"error": "read body"})
-		return
-	}
-	var req rpcReq
-	if err := json.Unmarshal(raw, &req); err != nil {
-		writeJSON(w, http.StatusOK, rpcResult(nil, nil, &rpcErr{-32700, "parse error"}))
-		return
-	}
-	result, rpcErrv, callErr := s.mcpDispatch(r, req)
-	if callErr != nil {
-		writeJSON(w, http.StatusOK, rpcResult(req.ID, nil, &rpcErr{-32603, callErr.Error()}))
-		return
-	}
-	writeJSON(w, http.StatusOK, rpcResult(req.ID, result, rpcErrv))
-}
-
-func (s *Server) mcpDispatch(r *http.Request, req rpcReq) (any, *rpcErr, error) {
-	switch req.Method {
-	case "initialize":
-		return map[string]any{
-			"protocolVersion": "2024-11-05",
-			"capabilities":    map[string]any{"tools": map[string]any{}},
-			"serverInfo":      map[string]any{"name": "2dph", "version": "1"},
-		}, nil, nil
-	case "notifications/initialized", "notifications/cancelled":
-		return map[string]any{}, nil, nil
-	case "tools/list":
-		return map[string]any{"tools": MCPTools()}, nil, nil
-	case "tools/call":
-		out, err := s.mcpCall(r, req.Params)
-		return out, nil, err
-	case "ping":
-		return map[string]any{}, nil, nil
-	default:
-		return nil, &rpcErr{-32601, "method not found"}, nil
-	}
-}
-
-func (s *Server) mcpCall(r *http.Request, params json.RawMessage) (any, error) {
-	var p struct {
-		Name      string         `json:"name"`
-		Arguments map[string]any `json:"arguments"`
-	}
-	if err := json.Unmarshal(params, &p); err != nil {
-		return nil, fmt.Errorf("params")
-	}
-	if p.Arguments == nil {
-		p.Arguments = map[string]any{}
-	}
-	var (
-		body []byte
-		err  error
-	)
-	switch p.Name {
-	case "search":
-		q := strings.TrimSpace(fmt.Sprint(p.Arguments["q"]))
-		if q == "" || q == "<nil>" {
-			return mcpText(`{"error":"q required"}`, true), nil
-		}
-		limit := 10
-		if raw, ok := p.Arguments["n"]; ok {
-			switch n := raw.(type) {
-			case float64:
-				limit = int(n)
-			case string:
-				if v, e := strconv.Atoi(n); e == nil {
-					limit = v
-				}
-			}
-		}
-		if limit < 1 || limit > 100 {
-			return mcpText(`{"error":"n must be int 1..100"}`, true), nil
-		}
-		if !s.tryAcquire(r) {
-			return nil, fmt.Errorf("cancelled")
-		}
-		defer s.release()
-		body, err = s.api.Search(r.Context(), q, limit)
-	case "get":
-		id := strings.TrimSpace(fmt.Sprint(p.Arguments["id"]))
-		if id == "" || id == "<nil>" {
-			return mcpText(`{"error":"id required"}`, true), nil
-		}
-		full := false
-		switch v := p.Arguments["body"].(type) {
-		case bool:
-			full = v
-		case string:
-			full = v == "1" || v == "true"
-		}
-		if !s.tryAcquire(r) {
-			return nil, fmt.Errorf("cancelled")
-		}
-		defer s.release()
-		body, err = s.api.Get(r.Context(), id, full)
-	case "stats":
-		if !s.tryAcquire(r) {
-			return nil, fmt.Errorf("cancelled")
-		}
-		defer s.release()
-		body, err = s.api.Stats(r.Context())
-	case "audit":
-		if !s.tryAcquire(r) {
-			return nil, fmt.Errorf("cancelled")
-		}
-		defer s.release()
-		body, err = s.api.Audit(r.Context())
-	case "ingest":
-		if !s.tryAcquire(r) {
-			return nil, fmt.Errorf("cancelled")
-		}
-		defer s.release()
-		body, err = s.api.Ingest(r.Context())
-	default:
-		return nil, fmt.Errorf("unknown tool %s", p.Name)
-	}
-	if err != nil {
-		return mcpText(err.Error(), true), nil
-	}
-	return mcpText(string(body), false), nil
-}
-
-func mcpText(text string, isError bool) map[string]any {
-	return map[string]any{
-		"content": []any{map[string]any{"type": "text", "text": text}},
-		"isError": isError,
-	}
-}
-
-type rpcResp struct {
-	JSONRPC string          `json:"jsonrpc"`
-	ID      json.RawMessage `json:"id"`
-	Result  any             `json:"result,omitempty"`
-	Error   *rpcErr         `json:"error,omitempty"`
-}
-
-func rpcResult(id json.RawMessage, result any, err *rpcErr) rpcResp {
-	out := rpcResp{JSONRPC: "2.0", ID: id}
-	if len(id) == 0 {
-		out.ID = []byte("null")
-	}
-	if err != nil {
-		out.Error = err
-		return out
-	}
-	if result == nil {
-		result = map[string]any{}
-	}
-	out.Result = result
-	return out
-}

internal/httpapi/server.go

@@ -48,22 +48,18 @@ func NewServer(api API, workers int) http.Handler {
 
 func (s *Server) ServeHTTP(w http.ResponseWriter, r *http.Request) {
 	switch r.URL.Path {
-	case PathHealth:
+	case "/health":
 		writeJSON(w, http.StatusOK, map[string]any{"status": "ok"})
-	case PathSearch:
+	case "/search":
 		s.handleSearch(w, r)
-	case PathGet:
+	case "/get":
 		s.handleGet(w, r)
-	case PathStats:
+	case "/stats":
 		s.handleJSON(w, r, s.api.Stats)
-	case PathAudit:
+	case "/audit":
 		s.handleJSON(w, r, s.api.Audit)
-	case PathIngest:
+	case "/ingest":
 		s.handleJSON(w, r, s.api.Ingest)
-	case PathOpenAPI:
-		s.handleOpenAPI(w, r)
-	case PathMCP:
-		s.handleMCP(w, r)
 	default:
 		writeJSON(w, http.StatusNotFound, map[string]any{"error": "not found"})
 	}
@@ -116,16 +112,6 @@ func (s *Server) handleJSON(w http.ResponseWriter, r *http.Request, fn func(cont
 	writeAPI(w, body, err)
 }
 
-func (s *Server) tryAcquire(r *http.Request) bool {
-	return s.acquire(nopWriter{}, r)
-}
-
-type nopWriter struct{}
-
-func (nopWriter) Header() http.Header       { return http.Header{} }
-func (nopWriter) Write([]byte) (int, error) { return 0, nil }
-func (nopWriter) WriteHeader(int)           {}
-
 func (s *Server) acquire(w http.ResponseWriter, r *http.Request) bool {
 	select {
 	case s.semaphore <- struct{}{}:

internal/httpapi/spec.go

@@ -1,144 +0,0 @@
-package httpapi
-
-import "strings"
-
-// Shared HTTP surface: OpenAPI paths and MCP tools are generated from Ops.
-// ServeHTTP must keep the same path strings.
-
-type Param struct {
-	Name, In, Type, Description string
-	Required                    bool
-}
-
-type Op struct {
-	Path, Method, ID, Summary string
-	Params                    []Param
-	MCP                       bool
-}
-
-const (
-	PathHealth  = "/health"
-	PathSearch  = "/search"
-	PathGet     = "/get"
-	PathStats   = "/stats"
-	PathAudit   = "/audit"
-	PathIngest  = "/ingest"
-	PathOpenAPI = "/openapi.json"
-	PathMCP     = "/mcp"
-)
-
-var Ops = []Op{
-	{Path: PathHealth, Method: "get", ID: "health", Summary: "liveness"},
-	{
-		Path: PathSearch, Method: "get", ID: "search", Summary: "deduction search (facts → info → web)",
-		MCP: true,
-		Params: []Param{
-			{Name: "q", In: "query", Type: "string", Description: "search query", Required: true},
-			{Name: "n", In: "query", Type: "integer", Description: "hit limit 1..100 (default 10)"},
-		},
-	},
-	{
-		Path: PathGet, Method: "get", ID: "get", Summary: "read one leaf by id",
-		MCP: true,
-		Params: []Param{
-			{Name: "id", In: "query", Type: "string", Description: "leaf id", Required: true},
-			{Name: "body", In: "query", Type: "boolean", Description: "include full text"},
-		},
-	},
-	{Path: PathStats, Method: "get", ID: "stats", Summary: "index health", MCP: true},
-	{Path: PathAudit, Method: "get", ID: "audit", Summary: "facts confidence histogram", MCP: true},
-	{Path: PathIngest, Method: "get", ID: "ingest", Summary: "rebuild hint (write is v2)", MCP: true},
-	{Path: PathOpenAPI, Method: "get", ID: "openapi", Summary: "OpenAPI 3 document for this server"},
-}
-
-func OpenAPI() map[string]any {
-	paths := map[string]any{}
-	for _, op := range Ops {
-		params := make([]any, 0, len(op.Params))
-		for _, p := range op.Params {
-			params = append(params, map[string]any{
-				"name":        p.Name,
-				"in":          p.In,
-				"required":    p.Required,
-				"description": p.Description,
-				"schema":      map[string]any{"type": p.Type},
-			})
-		}
-		item := map[string]any{
-			"operationId": op.ID,
-			"summary":     op.Summary,
-			"responses": map[string]any{
-				"200": map[string]any{
-					"description": "JSON",
-					"content": map[string]any{
-						"application/json": map[string]any{
-							"schema": map[string]any{"type": "object"},
-						},
-					},
-				},
-			},
-		}
-		if len(params) > 0 {
-			item["parameters"] = params
-		}
-		paths[op.Path] = map[string]any{op.Method: item}
-	}
-	return map[string]any{
-		"openapi": "3.0.3",
-		"info": map[string]any{
-			"title":       "2dph brain",
-			"version":     "1",
-			"description": "Same handlers as bin/brain/serve.go. MCP tools at POST /mcp match these paths.",
-		},
-		"paths": paths,
-	}
-}
-
-type MCPTool struct {
-	Name        string         `json:"name"`
-	Description string         `json:"description"`
-	InputSchema map[string]any `json:"inputSchema"`
-}
-
-func MCPTools() []MCPTool {
-	out := make([]MCPTool, 0, len(Ops))
-	for _, op := range Ops {
-		if !op.MCP {
-			continue
-		}
-		props := map[string]any{}
-		var required []string
-		for _, p := range op.Params {
-			props[p.Name] = map[string]any{"type": p.Type, "description": p.Description}
-			if p.Required {
-				required = append(required, p.Name)
-			}
-		}
-		schema := map[string]any{"type": "object", "properties": props}
-		if len(required) > 0 {
-			schema["required"] = required
-		}
-		out = append(out, MCPTool{
-			Name:        op.ID,
-			Description: op.Summary,
-			InputSchema: schema,
-		})
-	}
-	return out
-}
-
-// SkillMarkdown is the Cursor skill fragment generated from Ops/MCPTools.
-func SkillMarkdown() string {
-	var b strings.Builder
-	b.WriteString("# brain HTTP / MCP tools\n\n")
-	b.WriteString("Generated from `internal/httpapi.Ops`. Do not edit by hand.\n\n")
-	b.WriteString("Serve: `bin/brain/serve.go` (`GET /openapi.json`, `POST /mcp`).\n\n")
-	for _, t := range MCPTools() {
-		b.WriteString("- `")
-		b.WriteString(t.Name)
-		b.WriteString("` — ")
-		b.WriteString(t.Description)
-		b.WriteString("\n")
-	}
-	return b.String()
-}

internal/httpapi/spec_test.go

@@ -1,99 +0,0 @@
-package httpapi
-
-import (
-	"encoding/json"
-	"net/http"
-	"net/http/httptest"
-	"os"
-	"path/filepath"
-	"strings"
-	"testing"
-)
-
-func TestOpenAPIIncludesCorePaths(t *testing.T) {
-	doc := OpenAPI()
-	raw, err := json.Marshal(doc)
-	if err != nil {
-		t.Fatal(err)
-	}
-	paths, _ := doc["paths"].(map[string]any)
-	for _, p := range []string{"/search", "/get", "/stats", "/audit"} {
-		if _, ok := paths[p]; !ok {
-			t.Fatalf("openapi missing path %s (%s)", p, raw)
-		}
-	}
-}
-
-func TestMCPToolsMatchOpenAPIPaths(t *testing.T) {
-	paths, _ := OpenAPI()["paths"].(map[string]any)
-	tools := MCPTools()
-	if len(tools) == 0 {
-		t.Fatal("no MCP tools")
-	}
-	names := map[string]bool{}
-	for _, tool := range tools {
-		names[tool.Name] = true
-		path := "/" + tool.Name
-		if _, ok := paths[path]; !ok {
-			t.Fatalf("MCP tool %s has no OpenAPI path %s", tool.Name, path)
-		}
-	}
-	for _, need := range []string{"search", "get", "stats", "audit"} {
-		if !names[need] {
-			t.Fatalf("MCP tools missing %s: %v", need, names)
-		}
-	}
-}
-
-func TestOpenAPIHTTP(t *testing.T) {
-	h := NewServer(&fakeSearcher{}, 1)
-	code, body := get(t, h, "/openapi.json")
-	if code != http.StatusOK {
-		t.Fatalf("code = %d body=%s", code, body)
-	}
-	var doc map[string]any
-	if err := json.Unmarshal(body, &doc); err != nil {
-		t.Fatalf("not json: %v", err)
-	}
-	if doc["openapi"] == nil {
-		t.Fatalf("missing openapi version: %s", body)
-	}
-}
-
-func TestMCPToolsListAndCall(t *testing.T) {
-	h := NewServer(&fakeSearcher{}, 1)
-	code, body := postJSON(t, h, "/mcp", `{"jsonrpc":"2.0","id":1,"method":"tools/list"}`)
-	if code != http.StatusOK {
-		t.Fatalf("list code = %d body=%s", code, body)
-	}
-	if !strings.Contains(string(body), `"search"`) {
-		t.Fatalf("tools/list missing search: %s", body)
-	}
-	code, body = postJSON(t, h, "/mcp", `{"jsonrpc":"2.0","id":2,"method":"tools/call","params":{"name":"search","arguments":{"q":"matrix","n":3}}}`)
-	if code != http.StatusOK {
-		t.Fatalf("call code = %d body=%s", code, body)
-	}
-	if !strings.Contains(string(body), "matrix") {
-		t.Fatalf("search call body %s", body)
-	}
-}
-
-func TestSkillMarkdownMatchesCommittedFile(t *testing.T) {
-	want, err := os.ReadFile(filepath.Join("..", "..", "skills", "brain", "tools.md"))
-	if err != nil {
-		t.Fatal(err)
-	}
-	got := SkillMarkdown()
-	if got != string(want) {
-		t.Fatalf("skills/brain/tools.md stale; regenerate from SkillMarkdown()\n--- got ---\n%s\n--- want ---\n%s", got, want)
-	}
-}
-
-func postJSON(t *testing.T, h http.Handler, path, raw string) (int, []byte) {
-	t.Helper()
-	req := httptest.NewRequest(http.MethodPost, path, strings.NewReader(raw))
-	req.Header.Set("Content-Type", "application/json")
-	rec := httptest.NewRecorder()
-	h.ServeHTTP(rec, req)
-	return rec.Code, rec.Body.Bytes()
-}

internal/mdleaves/leaf.go

@@ -1,146 +0,0 @@
-package mdleaves
-
-import (
-	"encoding/json"
-	"os"
-	"path/filepath"
-	"regexp"
-	"strings"
-)
-
-type Leaf struct {
-	Source  string `json:"source"`
-	Repo    string `json:"repo"`
-	Heading string `json:"heading"`
-	Text    string `json:"text"`
-	Type    string `json:"type"`
-	Status  string `json:"status"`
-	Related string `json:"related"`
-}
-
-type chunk struct {
-	Heading string
-	Text    string
-}
-
-var (
-	h1 = regexp.MustCompile(`^# \S`)
-	h2 = regexp.MustCompile(`^## \S`)
-)
-
-func ExtractFrontmatter(text string) (map[string]string, string) {
-	if !strings.HasPrefix(text, "---") {
-		return map[string]string{}, text
-	}
-	end := strings.Index(text[3:], "\n---")
-	if end == -1 {
-		return map[string]string{}, text
-	}
-	fm := strings.TrimSpace(text[3 : 3+end])
-	body := text[3+end+4:]
-	meta := map[string]string{}
-	for _, line := range strings.Split(fm, "\n") {
-		key, value, ok := strings.Cut(line, ":")
-		if !ok {
-			continue
-		}
-		meta[strings.TrimSpace(key)] = strings.Trim(strings.TrimSpace(value), `"'`)
-	}
-	return meta, body
-}
-
-func SplitLeafs(meta map[string]string, body string) []chunk {
-	lines := strings.Split(body, "\n")
-	title := ""
-	type hdr struct {
-		heading string
-		start   int
-	}
-	var headers []hdr
-	for i, line := range lines {
-		switch {
-		case h1.MatchString(line):
-			title = strings.TrimSpace(strings.TrimLeft(line, "#"))
-		case h2.MatchString(line):
-			headers = append(headers, hdr{strings.TrimSpace(strings.TrimLeft(line, "#")), i})
-		}
-	}
-	if len(headers) == 0 {
-		var kept []string
-		for _, l := range lines {
-			if strings.TrimSpace(l) != "" {
-				kept = append(kept, l)
-			}
-		}
-		return []chunk{{Heading: title, Text: strings.TrimSpace(strings.Join(kept, "\n"))}}
-	}
-	out := make([]chunk, 0, len(headers))
-	for idx, h := range headers {
-		end := len(lines)
-		if idx+1 < len(headers) {
-			end = headers[idx+1].start
-		}
-		var kept []string
-		for _, l := range lines[h.start:end] {
-			if strings.TrimSpace(l) != "" {
-				kept = append(kept, l)
-			}
-		}
-		text := strings.Join(kept, "\n")
-		if idx == 0 && title != "" {
-			text = title + "\n\n" + text
-		}
-		out = append(out, chunk{Heading: h.heading, Text: strings.TrimSpace(text)})
-	}
-	return out
-}
-
-func ToAll(text, path, repo string) []Leaf {
-	meta, body := ExtractFrontmatter(text)
-	if meta["type"] == "" {
-		meta["type"] = "reference"
-	}
-	if meta["status"] == "" {
-		meta["status"] = "current"
-	}
-	chunks := SplitLeafs(meta, body)
-	out := make([]Leaf, 0, len(chunks))
-	for _, c := range chunks {
-		out = append(out, Leaf{
-			Source:  path,
-			Repo:    repo,
-			Heading: c.Heading,
-			Text:    c.Text,
-			Type:    meta["type"],
-			Status:  meta["status"],
-			Related: meta["related"],
-		})
-	}
-	return out
-}
-
-func WalkMarkdown(root string) ([]string, error) {
-	var out []string
-	err := filepath.Walk(root, func(p string, info os.FileInfo, err error) error {
-		if err != nil {
-			return err
-		}
-		if info.IsDir() {
-			return nil
-		}
-		ext := strings.ToLower(filepath.Ext(p))
-		if ext == ".md" || ext == ".markdown" {
-			out = append(out, p)
-		}
-		return nil
-	})
-	return out, err
-}
-
-func EncodeJSON(leafs []Leaf) (string, error) {
-	raw, err := json.MarshalIndent(leafs, "", "  ")
-	if err != nil {
-		return "", err
-	}
-	return string(raw) + "\n", nil
-}

internal/mdleaves/leaf_test.go

@@ -1,73 +0,0 @@
-package mdleaves
-
-import (
-	"strings"
-	"testing"
-)
-
-func TestSplitLeafsOnH2(t *testing.T) {
-	body := "# Title\n\n## One\n\nalpha\n\n## Two\n\nbeta\n"
-	leafs := SplitLeafs(map[string]string{}, body)
-	if len(leafs) != 2 {
-		t.Fatalf("n=%d", len(leafs))
-	}
-	if leafs[0].Heading != "One" || !strings.Contains(leafs[0].Text, "Title") {
-		t.Fatalf("first=%+v", leafs[0])
-	}
-	if leafs[1].Heading != "Two" || strings.Contains(leafs[1].Text, "Title") {
-		t.Fatalf("second=%+v", leafs[1])
-	}
-}
-
-func TestSplitLeafsNoH2IsWholeDoc(t *testing.T) {
-	body := "# Title\n\njust a paragraph\n"
-	leafs := SplitLeafs(nil, body)
-	if len(leafs) != 1 {
-		t.Fatalf("n=%d", len(leafs))
-	}
-	if leafs[0].Heading != "Title" {
-		t.Fatalf("heading=%q", leafs[0].Heading)
-	}
-	if !strings.Contains(leafs[0].Text, "just a paragraph") {
-		t.Fatalf("text=%q", leafs[0].Text)
-	}
-}
-
-func TestFrontmatterAndToAll(t *testing.T) {
-	raw := "---\ntype: howto\nstatus: current\nrelated: docs/design.md\n---\n# Doc\n\n## Step\n\ndo it\n"
-	got := ToAll(raw, "docs/x.md", "eSlider/2dph")
-	if len(got) != 1 {
-		t.Fatalf("n=%d", len(got))
-	}
-	if got[0].Type != "howto" || got[0].Status != "current" {
-		t.Fatalf("%+v", got[0])
-	}
-	if got[0].Source != "docs/x.md" || got[0].Repo != "eSlider/2dph" {
-		t.Fatalf("%+v", got[0])
-	}
-	if got[0].Related != "docs/design.md" {
-		t.Fatalf("related=%q", got[0].Related)
-	}
-}
-
-func TestEncodeJSONAndYAML(t *testing.T) {
-	leafs := ToAll("# Hi\n\nbody\n", "a.md", "")
-	js, err := EncodeJSON(leafs)
-	if err != nil {
-		t.Fatal(err)
-	}
-	if !strings.Contains(js, `"heading": "Hi"`) {
-		t.Fatalf("json=%s", js)
-	}
-	y := EncodeYAML(leafs)
-	if !strings.Contains(y, "heading: Hi") {
-		t.Fatalf("yaml=%s", y)
-	}
-}
-
-func TestDefaultsTypeAndStatus(t *testing.T) {
-	got := ToAll("# Hi\n\nbody\n", "a.md", "")
-	if got[0].Type != "reference" || got[0].Status != "current" {
-		t.Fatalf("%+v", got[0])
-	}
-}

internal/mdleaves/yaml.go

@@ -1,36 +0,0 @@
-package mdleaves
-
-import (
-	"fmt"
-	"strconv"
-	"strings"
-)
-
-func EncodeYAML(leafs []Leaf) string {
-	if len(leafs) == 0 {
-		return "[]\n"
-	}
-	var b strings.Builder
-	for _, lf := range leafs {
-		b.WriteString("-\n")
-		writeKV(&b, "source", lf.Source)
-		writeKV(&b, "repo", lf.Repo)
-		writeKV(&b, "heading", lf.Heading)
-		writeKV(&b, "text", lf.Text)
-		writeKV(&b, "type", lf.Type)
-		writeKV(&b, "status", lf.Status)
-		writeKV(&b, "related", lf.Related)
-	}
-	return b.String()
-}
-
-func writeKV(b *strings.Builder, k, v string) {
-	fmt.Fprintf(b, "  %s: %s\n", k, yamlScalar(v))
-}
-
-func yamlScalar(s string) string {
-	if strings.Contains(s, "\n") || s == "" || strings.ContainsAny(s, ":#'\"[]{}&*!|>%@`") || s != strings.TrimSpace(s) {
-		return strconv.Quote(s)
-	}
-	return s
-}

internal/reasoner/client.go

@@ -1,325 +0,0 @@
-package reasoner
-
-import (
-	"bytes"
-	"encoding/json"
-	"fmt"
-	"io"
-	"net/http"
-	"strings"
-	"time"
-)
-
-// HF IDs named in docs. No Qwen3.6-9B exists.
-const (
-	HFQwen35_9B   = "Qwen/Qwen3.5-9B"
-	HFQwen36_27B  = "Qwen/Qwen3.6-27B"
-	HFBonsai27B   = "prism-ml/Bonsai-27B-gguf"
-	OllamaRAM     = "qwen3.5:9b"
-	OllamaQuality = "MichelRosselli/bonsai-27b:Q1_0"
-)
-
-type ToolCall struct {
-	Name      string
-	Arguments string
-}
-
-type Result struct {
-	Model      string `json:"model"`
-	OK         bool   `json:"ok"`
-	ToolName   string `json:"tool_name,omitempty"`
-	XMLLeak    bool   `json:"xml_leak"`
-	Err        string `json:"error,omitempty"`
-	LatencyMS  int64  `json:"latency_ms"`
-	RSSMB      int    `json:"rss_mb,omitempty"`
-	Device     string `json:"device"`
-	WantedTool string `json:"wanted_tool"`
-}
-
-type Prompt struct {
-	Name string
-	Want string
-	User string
-}
-
-var BakePrompts = []Prompt{
-	{
-		Name: "search-before-claim",
-		Want: "search",
-		User: "Use tools. Search the 2dph brain for LadybugDB before you answer. Call search.",
-	},
-	{
-		Name: "get-leaf",
-		Want: "get",
-		User: "Use tools. Fetch leaf id leaf-demo with get. Do not invent the body.",
-	},
-	{
-		Name: "audit-index",
-		Want: "audit",
-		User: "Use tools. Call audit on the brain index health.",
-	},
-}
-
-func MCPTools() []map[string]any {
-	return []map[string]any{
-		openaiTool("search", "deduction search (facts → info → web)", map[string]any{
-			"type": "object",
-			"properties": map[string]any{
-				"q": map[string]any{"type": "string", "description": "search query"},
-				"n": map[string]any{"type": "integer"},
-			},
-			"required": []string{"q"},
-		}),
-		openaiTool("get", "read one leaf by id", map[string]any{
-			"type": "object",
-			"properties": map[string]any{
-				"id":   map[string]any{"type": "string"},
-				"body": map[string]any{"type": "boolean"},
-			},
-			"required": []string{"id"},
-		}),
-		openaiTool("audit", "facts confidence histogram", map[string]any{
-			"type":       "object",
-			"properties": map[string]any{},
-		}),
-	}
-}
-
-func openaiTool(name, desc string, schema map[string]any) map[string]any {
-	return map[string]any{
-		"type": "function",
-		"function": map[string]any{
-			"name":        name,
-			"description": desc,
-			"parameters":  schema,
-		},
-	}
-}
-
-type Client struct {
-	BaseURL    string
-	Model      string
-	HTTP       *http.Client
-	Device     string
-	ToolChoice string
-}
-
-type Report struct {
-	Model      string   `json:"model"`
-	HF         string   `json:"hf_id"`
-	Device     string   `json:"device"`
-	ToolCallOK int      `json:"tool_call_ok"`
-	ToolCallN  int      `json:"tool_call_n"`
-	XMLLeak    int      `json:"xml_leak"`
-	RSSMB      int      `json:"rss_mb"`
-	VRAMMB     int      `json:"vram_mb"`
-	Prompts    []Result `json:"prompts"`
-}
-
-func HFFor(model string) string {
-	switch model {
-	case OllamaRAM:
-		return HFQwen35_9B
-	case OllamaQuality:
-		return HFBonsai27B
-	default:
-		if strings.Contains(model, "qwen3.6") || strings.Contains(model, "Qwen3.6") {
-			return HFQwen36_27B
-		}
-		return ""
-	}
-}
-
-func (c *Client) httpc() *http.Client {
-	if c.HTTP == nil {
-		c.HTTP = &http.Client{Timeout: 10 * time.Minute}
-	}
-	return c.HTTP
-}
-
-func Origin(base string) string {
-	s := strings.TrimRight(base, "/")
-	return strings.TrimSuffix(s, "/v1")
-}
-
-func (c Client) ChatTools(user string) (ToolCall, string, error) {
-	choice := c.ToolChoice
-	if choice == "" {
-		choice = "required"
-	}
-	body, _ := json.Marshal(map[string]any{
-		"model": c.Model,
-		"messages": []map[string]string{
-			{"role": "system", "content": "You are PicoClaw talking to 2dph MCP. Always call a tool before a factual claim. search then get then audit."},
-			{"role": "user", "content": user},
-		},
-		"tools":       MCPTools(),
-		"tool_choice": choice,
-	})
-	base := strings.TrimRight(c.BaseURL, "/")
-	if !strings.HasSuffix(base, "/v1") {
-		base += "/v1"
-	}
-	url := base + "/chat/completions"
-	req, err := http.NewRequest(http.MethodPost, url, bytes.NewReader(body))
-	if err != nil {
-		return ToolCall{}, "", err
-	}
-	req.Header.Set("Content-Type", "application/json")
-	res, err := c.httpc().Do(req)
-	if err != nil {
-		return ToolCall{}, "", err
-	}
-	defer res.Body.Close()
-	raw, _ := io.ReadAll(res.Body)
-	if res.StatusCode >= 300 {
-		return ToolCall{}, string(raw), fmt.Errorf("http %d", res.StatusCode)
-	}
-	return ParseToolResponse(raw)
-}
-
-func ParseToolResponse(raw []byte) (ToolCall, string, error) {
-	var wrap struct {
-		Choices []struct {
-			Message struct {
-				Content   string `json:"content"`
-				ToolCalls []struct {
-					Function struct {
-						Name      string          `json:"name"`
-						Arguments json.RawMessage `json:"arguments"`
-					} `json:"function"`
-				} `json:"tool_calls"`
-			} `json:"message"`
-		} `json:"choices"`
-	}
-	if err := json.Unmarshal(raw, &wrap); err != nil {
-		return ToolCall{}, "", err
-	}
-	content := ""
-	if len(wrap.Choices) > 0 {
-		content = wrap.Choices[0].Message.Content
-		if n := len(wrap.Choices[0].Message.ToolCalls); n > 0 {
-			fn := wrap.Choices[0].Message.ToolCalls[0].Function
-			return ToolCall{Name: fn.Name, Arguments: rawArgs(fn.Arguments)}, content, nil
-		}
-	}
-	return ToolCall{}, content, fmt.Errorf("no tool_calls")
-}
-
-func rawArgs(raw json.RawMessage) string {
-	if len(raw) == 0 {
-		return ""
-	}
-	var s string
-	if err := json.Unmarshal(raw, &s); err == nil {
-		return s
-	}
-	return string(raw)
-}
-
-func XMLLeak(content string) bool {
-	s := strings.ToLower(content)
-	return strings.Contains(s, "<tool_call>") ||
-		strings.Contains(s, "<function=") ||
-		strings.Contains(s, "<parameter")
-}
-
-func RunPrompt(c Client, p Prompt) Result {
-	start := time.Now()
-	tc, content, err := c.ChatTools(p.User)
-	out := Result{
-		Model:      c.Model,
-		WantedTool: p.Want,
-		LatencyMS:  time.Since(start).Milliseconds(),
-		Device:     c.Device,
-		XMLLeak:    XMLLeak(content),
-	}
-	if err != nil {
-		out.Err = err.Error()
-		if content != "" && out.XMLLeak {
-			out.Err = "xml tool call instead of openai tool_calls"
-		}
-		return out
-	}
-	out.ToolName = tc.Name
-	out.OK = tc.Name == p.Want
-	if !out.OK {
-		out.Err = "wanted " + p.Want + " got " + tc.Name
-	}
-	return out
-}
-
-type ProcMem struct {
-	Name   string
-	SizeMB int
-	VRAMMB int
-}
-
-func ParsePS(raw []byte) []ProcMem {
-	var wrap struct {
-		Models []struct {
-			Name     string `json:"name"`
-			Size     int64  `json:"size"`
-			SizeVRAM int64  `json:"size_vram"`
-		} `json:"models"`
-	}
-	if err := json.Unmarshal(raw, &wrap); err != nil {
-		return nil
-	}
-	out := make([]ProcMem, 0, len(wrap.Models))
-	for _, m := range wrap.Models {
-		out = append(out, ProcMem{
-			Name:   m.Name,
-			SizeMB: int(m.Size / (1024 * 1024)),
-			VRAMMB: int(m.SizeVRAM / (1024 * 1024)),
-		})
-	}
-	return out
-}
-
-func (c Client) FetchPS() []ProcMem {
-	url := Origin(c.BaseURL) + "/api/ps"
-	res, err := c.httpc().Get(url)
-	if err != nil {
-		return nil
-	}
-	defer res.Body.Close()
-	raw, _ := io.ReadAll(res.Body)
-	if res.StatusCode >= 300 {
-		return nil
-	}
-	return ParsePS(raw)
-}
-
-func Run(c Client) Report {
-	if c.Device == "" {
-		c.Device = "cpu"
-	}
-	rep := Report{
-		Model:  c.Model,
-		HF:     HFFor(c.Model),
-		Device: c.Device,
-	}
-	for _, p := range BakePrompts {
-		r := RunPrompt(c, p)
-		rep.Prompts = append(rep.Prompts, r)
-		rep.ToolCallN++
-		if r.OK {
-			rep.ToolCallOK++
-		}
-		if r.XMLLeak {
-			rep.XMLLeak++
-		}
-	}
-	if mems := c.FetchPS(); len(mems) > 0 {
-		rep.RSSMB = mems[0].SizeMB
-		rep.VRAMMB = mems[0].VRAMMB
-		if c.Device == "cpu" && mems[0].VRAMMB > 0 {
-			rep.Device = "gpu"
-		}
-		for i := range rep.Prompts {
-			rep.Prompts[i].RSSMB = rep.RSSMB
-		}
-	}
-	return rep
-}

internal/reasoner/client_test.go

@@ -1,166 +0,0 @@
-package reasoner
-
-import (
-	"encoding/json"
-	"io"
-	"net/http"
-	"net/http/httptest"
-	"strings"
-	"testing"
-
-	"github.com/eSlider/2dph/internal/httpapi"
-)
-
-func TestHFIdsAreRealAndNoQwen36Nine(t *testing.T) {
-	if HFQwen35_9B != "Qwen/Qwen3.5-9B" {
-		t.Fatalf("9B id = %s", HFQwen35_9B)
-	}
-	if HFQwen36_27B != "Qwen/Qwen3.6-27B" {
-		t.Fatalf("27B id = %s", HFQwen36_27B)
-	}
-	if HFBonsai27B != "prism-ml/Bonsai-27B-gguf" {
-		t.Fatalf("bonsai id = %s", HFBonsai27B)
-	}
-}
-
-func TestParseToolResponseOpenAI(t *testing.T) {
-	raw := []byte(`{"choices":[{"message":{"tool_calls":[{"function":{"name":"search","arguments":"{\"q\":\"LadybugDB\"}"}}]}}]}`)
-	tc, _, err := ParseToolResponse(raw)
-	if err != nil {
-		t.Fatal(err)
-	}
-	if tc.Name != "search" {
-		t.Fatalf("name=%s", tc.Name)
-	}
-}
-
-func TestParseToolResponseXMLIsFailure(t *testing.T) {
-	raw := []byte(`{"choices":[{"message":{"content":"<tool_call>search</tool_call>"}}]}`)
-	_, content, err := ParseToolResponse(raw)
-	if err == nil {
-		t.Fatal("expected no tool_calls")
-	}
-	if !XMLLeak(content) {
-		t.Fatal("xml leak not detected")
-	}
-}
-
-func TestBakePromptsWantMCPTools(t *testing.T) {
-	if len(BakePrompts) != 3 {
-		t.Fatalf("prompts=%d", len(BakePrompts))
-	}
-	names := map[string]bool{}
-	for _, p := range BakePrompts {
-		names[p.Want] = true
-	}
-	for _, n := range []string{"search", "get", "audit"} {
-		if !names[n] {
-			t.Fatalf("missing want %s", n)
-		}
-	}
-}
-
-func TestParseToolResponseObjectArgs(t *testing.T) {
-	raw := []byte(`{"choices":[{"message":{"tool_calls":[{"function":{"name":"get","arguments":{"id":"leaf-demo"}}}]}}]}`)
-	tc, _, err := ParseToolResponse(raw)
-	if err != nil {
-		t.Fatal(err)
-	}
-	if tc.Name != "get" {
-		t.Fatalf("name=%s", tc.Name)
-	}
-	if !strings.Contains(tc.Arguments, "leaf-demo") {
-		t.Fatalf("args=%s", tc.Arguments)
-	}
-}
-
-func TestParsePSCPUNotVRAM(t *testing.T) {
-	raw := []byte(`{"models":[{"name":"qwen3.5:9b","size":6900000000,"size_vram":0}]}`)
-	got := ParsePS(raw)
-	if len(got) != 1 {
-		t.Fatalf("n=%d", len(got))
-	}
-	if got[0].VRAMMB != 0 {
-		t.Fatalf("vram=%d", got[0].VRAMMB)
-	}
-	if got[0].SizeMB < 6000 {
-		t.Fatalf("rss=%d", got[0].SizeMB)
-	}
-}
-
-func TestMCPToolsArePicoClawSubset(t *testing.T) {
-	mcp := map[string]bool{}
-	for _, op := range httpapi.Ops {
-		if op.MCP {
-			mcp[op.ID] = true
-		}
-	}
-	seen := map[string]bool{}
-	for _, tool := range MCPTools() {
-		fn, _ := tool["function"].(map[string]any)
-		name, _ := fn["name"].(string)
-		if !mcp[name] {
-			t.Fatalf("%s is not an MCP op", name)
-		}
-		seen[name] = true
-	}
-	for _, n := range []string{"search", "get", "audit"} {
-		if !seen[n] {
-			t.Fatalf("bake-off missing %s", n)
-		}
-	}
-}
-
-func TestChatToolsHitsOpenAIPath(t *testing.T) {
-	var gotTools bool
-	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		if r.URL.Path != "/v1/chat/completions" {
-			t.Errorf("path=%s", r.URL.Path)
-		}
-		body, _ := io.ReadAll(r.Body)
-		var payload map[string]any
-		_ = json.Unmarshal(body, &payload)
-		if _, ok := payload["tools"]; ok {
-			gotTools = true
-		}
-		w.Header().Set("Content-Type", "application/json")
-		_, _ = w.Write([]byte(`{"choices":[{"message":{"tool_calls":[{"function":{"name":"search","arguments":"{\"q\":\"LadybugDB\"}"}}]}}]}`))
-	}))
-	defer srv.Close()
-	c := Client{BaseURL: srv.URL + "/v1", Model: "stub", HTTP: srv.Client(), Device: "cpu"}
-	r := RunPrompt(c, BakePrompts[0])
-	if !gotTools {
-		t.Fatal("tools not sent")
-	}
-	if !r.OK {
-		t.Fatalf("result=%+v", r)
-	}
-}
-
-func TestRunSamplesPSAfterPrompts(t *testing.T) {
-	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-		w.Header().Set("Content-Type", "application/json")
-		if r.URL.Path == "/api/ps" {
-			_, _ = w.Write([]byte(`{"models":[{"name":"stub","size":6500000000,"size_vram":0}]}`))
-			return
-		}
-		_, _ = w.Write([]byte(`{"choices":[{"message":{"tool_calls":[{"function":{"name":"search","arguments":"{}"}}]}}]}`))
-	}))
-	defer srv.Close()
-	c := Client{BaseURL: srv.URL + "/v1", Model: "stub", HTTP: srv.Client(), Device: "cpu"}
-	if mems := c.FetchPS(); len(mems) != 1 || mems[0].VRAMMB != 0 {
-		t.Fatalf("%+v", mems)
-	}
-	if mems := c.FetchPS(); mems[0].SizeMB < 6000 {
-		t.Fatalf("rss=%d", mems[0].SizeMB)
-	}
-}
-
-func TestHFForKnownOllamaTags(t *testing.T) {
-	if HFFor(OllamaRAM) != HFQwen35_9B {
-		t.Fatal(HFFor(OllamaRAM))
-	}
-	if HFFor(OllamaQuality) != HFBonsai27B {
-		t.Fatal(HFFor(OllamaQuality))
-	}
-}

skills/brain/SKILL.md

@@ -28,7 +28,7 @@ bin/brain/search.go "onlyoffice postgres" --root facts # restrict to confirmed
 bin/brain/search.go "where is cs-lexicon" --json | yq '.[].ref'
 bin/brain/get.go <id> --body                           # full chunk only when needed
 bin/brain/stats.go                                     # index health
-bin/brain/eval.go                                      # recall@5 >= 0.95 gate (Go; Python bin/kb/eval is CI fallback)
+bin/brain/eval.go                                      # recall@5 >= 0.95 gate
 ```
 
 `bin/kb/search` is a deprecated wrapper. `--hop` errors (File/FROM_FILE edges
@@ -44,7 +44,4 @@ are not wired yet); do not treat it as a graph walk.
   are not evidence of absence. `--root facts|info` and `--no-web` skip the web.
 - If recall looks wrong, run `bin/brain/eval.go`; it gates control questions and
   should stay at or above 95% recall@5.
-- Agents: `GET /openapi.json` and `POST /mcp` on `bin/brain/serve.go` (same
-  handlers; tool names match paths `search`/`get`/`stats`/`audit`). Generated
-  list: [tools.md](tools.md).
 - Never report an unconfirmed single-source local answer as fact.

skills/brain/tools.md

@@ -1,11 +0,0 @@
-# brain HTTP / MCP tools
-
-Generated from `internal/httpapi.Ops`. Do not edit by hand.
-
-Serve: `bin/brain/serve.go` (`GET /openapi.json`, `POST /mcp`).
-
-- `search` — deduction search (facts → info → web)
-- `get` — read one leaf by id
-- `stats` — index health
-- `audit` — facts confidence histogram
-- `ingest` — rebuild hint (write is v2)

skills/db-yaml/SKILL.md

@@ -0,0 +1,39 @@
+---
+name: db-yaml
+description: >-
+  Read any Postgres as compact YAML through db/psql-yq, with a read-only guard and
+  named profiles. Use when a task needs table contents, column types or a SELECT
+  against cs_brain or another project database.
+---
+
+# db-yaml
+
+`bin/db/psql-yq` (vendored in this repo) talks to Postgres and returns YAML,
+which is far cheaper than a psql ASCII table and easy to slice with `yq`.
+
+```bash
+bin/db/psql-yq --profile onlyoffice -s document_asset   # column list
+bin/db/psql-yq --profile onlyoffice -t task_result -l 20  # sample rows as YAML
+bin/db/psql-yq --profile onlyoffice -c 'SELECT ...'     # query -> YAML
+```
+
+Ad-hoc targets without a profile:
+
+```bash
+bin/db/psql-yq --container my-pg --db app -c 'SELECT 1'
+bin/db/psql-yq --dsn 'postgres://user@host:5432/db' -c 'SELECT 1'
+```
+
+## Profiles
+
+Connection details live in `~/.config/brain/db-profiles.yml` (mode 600), never in a
+project repo. A profile names either a `container` or a `host`; passwords are read
+from a separate `password_env_file` and never appear in argv.
+
+## Rules
+
+- **Read-only.** Any `insert|update|delete|drop|truncate|alter|create|grant|
+  revoke|vacuum|copy` is rejected with exit 3. Do not work around it.
+- **PII.** `cs_brain` holds client data. Aggregate and count freely; never copy
+  names or addresses into chat, issues or docs.
+- Use `-l` to keep samples small. Twenty rows answer most questions.

skills/picoclaw/SKILL.md

@@ -1,26 +0,0 @@
----
-name: picoclaw
-description: >-
-  2dph is the memory/fact gate, not the agent loop. Use when wiring PicoClaw
-  or any MCP client: call brain search/get/audit before a factual reply.
-  throttled is not a negative finding.
----
-
-# PicoClaw — fact-check before assert
-
-PicoClaw (or any agent) speaks MCP at `POST /mcp` on `bin/brain/serve.go`.
-2dph does not run the agent loop. Compose: `docker compose --profile picoclaw up brain-mcp`
-(see [docs/picoclaw.md](../../docs/picoclaw.md)).
-
-## Tool order (before a factual reply)
-
-1. **`search`** — facts root first, then info. The `web` block is a second
-   source when there is no facts hit. Status `throttled` / `skipped` /
-   `refused` is **not** evidence of absence.
-2. **`get`** — full leaf body only when a hit `id` is needed.
-3. **`audit`** — if recall or confidence looks wrong.
-
-Then answer. Confirmed only from facts (≥2 independent sources). Anything
-else is `(not confirmed)`. Missing graph ≠ “does not exist”.
-
-Generated tool list: [../brain/tools.md](../brain/tools.md).

skills/postgres/SKILL.md

@@ -1,39 +0,0 @@
----
-name: postgres
-description: >-
-  Read Postgres as compact YAML through bin/postgres/query.go (read-only
-  guard, named profiles). Use when a task needs table contents, column types,
-  or a SELECT against an ops database.
----
-
-# postgres
-
-`bin/postgres/query.go` wraps vendored `bin/db/psql-yq`. Output is YAML
-(cheaper than psql ASCII, easy to slice with `yq`).
-
-```bash
-bin/postgres/query.go --profile onlyoffice -s document_asset   # column list
-bin/postgres/query.go --profile onlyoffice -t task_result -l 20  # sample rows
-bin/postgres/query.go --profile onlyoffice -c 'SELECT ...'     # query → YAML
-```
-
-Ad-hoc targets without a profile:
-
-```bash
-bin/postgres/query.go --container my-pg --db app -c 'SELECT 1'
-bin/postgres/query.go --dsn 'postgres://user@host:5432/db' -c 'SELECT 1'
-```
-
-## Profiles
-
-Connection details live in `$HOME/.config/brain/db-profiles.yml` (mode 600),
-never in a project repo. A profile names either a `container` or a `host`;
-passwords are read from a separate `password_env_file` and never appear in argv.
-
-## Rules
-
-- **Read-only.** Any `insert|update|delete|drop|truncate|alter|create|grant|
-  revoke|vacuum|copy` is rejected with exit 3. Do not work around it.
-- **PII.** Client CRM databases: aggregate and count freely; never copy names
-  or addresses into chat, issues or docs.
-- Use `-l` to keep samples small. Twenty rows answer most questions.