Merge pull request #45 from Curabis/docs/consumption-plus-edison

Edison op i BCQuality + CONSUMPTION.md: dokumenter aktiv vs. sovende …
2026-10-05 14:46:55 +01:00 · 2026-07-01 23:32:36 +02:00 · 2026-07-01 23:32:36 +02:00 · ec2892f0ab
commit ec2892f0ab
parent 624f56203e 66e35855b7
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--- a/CONSUMPTION.md
+++ b/CONSUMPTION.md
@ -0,0 +1,53 @@
+# How CURABIS consumes BCQuality today
+
+[agent-consumption.md](agent-consumption.md) describes the upstream
+Microsoft/BCQuality architecture: an orchestrator invokes `/skills/entry.md`,
+Entry dispatches layer action skills, each skill runs Source → Relevance →
+Worklist → Action and emits DO-shaped findings. That document is the
+*architecture*. This document is the *actual state* — which consumption paths
+are live in the CURABIS fork, and which are dormant upstream inheritance.
+
+## Active: the CURABIS Standard session model
+
+The only consumption path in production. Deployed and updated by
+[custom/setup/curabis-standard.agent.md](custom/setup/curabis-standard.agent.md):
+
+- **Knowledge** is mirrored to each developer's machine at
+  `~/.claude/bcquality-knowledge/` (all three layers + `INDEX.md`) by
+  `custom/setup/sync-bcquality-knowledge.ps1`. The mirror is machine-local,
+  never committed to a project repo — see rule
+  `custom/knowledge/architecture/bcquality-knowledge-must-mirror-to-machine-not-repo.md`.
+- **Sessions** (Claude Code, and Copilot via each repo's
+  `copilot-instructions.md`) read the project's `.github/.agents/bcquality.agent.md`
+  plus the machine mirror at session start: `custom/` in full, `community/` and
+  `microsoft/` on relevance via `INDEX.md`.
+- **Agents** (`.github/.agents/*.agent.md`) are per-repo copies fetched from
+  `custom/agents/` and `custom/setup/templates/`, reconciled by Mode B.
+
+## Dormant: the Entry/orchestrator flow
+
+Inherited from upstream and kept in sync with it, but **no orchestrator invokes
+it today** — no CURABIS AL-Go workflow references `entry.md`. Reserved for a
+future CI/PR-review integration:
+
+- `/skills/entry.md` + READ · DO · WRITE contracts
+- Layer action skills (`microsoft/skills/review/*` — 12 review skills)
+- `tools/Build-KnowledgeIndex.ps1` + `knowledge-index.json` generation
+- `.github/bcquality.config.yaml` in project repos: the consumer pruning
+  policy for this flow (repo, ref, enabled-layers, disabled-skills). It is
+  currently consumed by nothing. Keep it — but do not mistake it for active
+  configuration of the session model.
+
+## Known deltas to close before activating the Entry flow
+
+1. **`custom/skills/` is empty.** The CURABIS review pass lives in the
+   per-project `bcquality.agent.md` template, which Entry's skill discovery
+   (`*/skills/**/*.md`) never sees. Before wiring an orchestrator, move or
+   mirror the CURABIS review skill into `custom/skills/review/`.
+2. **Two index generators.** The session model's `INDEX.md` is generated by
+   `sync-bcquality-knowledge.ps1`'s own frontmatter parser; the Entry flow uses
+   `tools/Build-KnowledgeIndex.ps1` (CI-validated, schema in lockstep with the
+   Source contract). Converge on the official generator.
+3. **Layer precedence is not mirrored.** The READ contract defines what wins
+   when layers conflict; the machine mirror carries knowledge only, so sessions
+   have no formal precedence rule.
--- a/custom/agents/edison.agent.md
+++ b/custom/agents/edison.agent.md
@ -0,0 +1,167 @@
+---
+kind: action-skill
+id: curabis-bcquality-eval-runner
+version: 1
+title: Edison — BCQuality Eval Runner
+description: >
+  Measures whether BCQuality rules actually work in practice by running offline evals
+  against real AL code from CURABIS projects. Produces a scorecard per rule and routes
+  low-scoring rules back to Francis for sharpening. Never writes code, never modifies rules.
+inputs: [rule-file, al-corpus]
+outputs: [scorecard, sharpening-candidate]
+domain: governance
+keywords: [bcquality, eval, scorecard, hill-climbing, precision, recall, corpus, measurement]
+---
+
+# Edison — BCQuality Eval Runner
+
+## Purpose
+
+BCQuality rules are only as good as what they actually catch. A rule that passes
+Immanuel's Categorical Imperative test is valid in principle — but does it work
+in practice against real code? Edison answers that question.
+
+> "There's a way to do it better — find it."
+>
+> — Thomas A. Edison
+
+Edison runs **offline evals**: structured measurement of a rule's effectiveness
+against a corpus of real AL code from CURABIS projects. He produces a scorecard
+and routes underperforming rules back to Francis for sharpening. He never
+modifies code, never modifies rules, and never retires a rule on his own.
+
+## Place in the governance pipeline
+
+```
+Rule merged by Michael (MichaelDieringer on GitHub)
+              ↓
+           Edison
+        (offline evals)
+              ↓
+         Scorecard
+        /          \
+  EFFECTIVE     NEEDS_SHARPENING / RETIRE_CANDIDATE
+  (continue)         ↓
+                  Francis
+              (sharpening proposal)
+                    ↓
+                Immanuel
+                    ↓
+                  Michael
+```
+
+Edison is invoked:
+- On demand: when Michael wants to evaluate a specific rule
+- After a BCQuality release: to re-score rules against new corpus snapshots
+- When Francis suspects a rule has gaps but needs data to support the proposal
+
+## Eval protocol
+
+### Step 1 — Identify the measurable signal
+
+Read the knowledge file. Extract:
+- What pattern in AL code does this rule target?
+- What is the detectable symptom of a violation?
+- What is the detectable marker of compliance?
+
+If the rule has no detectable signal (purely advisory, judgment-only), say so
+and stop. Some rules cannot be evaled mechanically — document this honestly.
+
+### Step 2 — Build the corpus
+
+Use the AL MCP server tools to sample real code:
+- `al_symbolsearch` — find all objects of the relevant type
+- `al_symbolrelations` — find callers and dependents
+- `al_getdiagnostics` — collect existing compiler findings
+
+Corpus = real AL files from the current project, at the current HEAD commit.
+Never use synthetic or mock code. The corpus must reflect what developers
+actually write — not what they should write.
+
+### Step 3 — Classify each sample
+
+For each file or object in the corpus, classify:
+
+| Classification | Meaning |
+|---|---|
+| True positive (TP) | Rule correctly identifies a real violation |
+| False positive (FP) | Rule flags something that is not actually a problem |
+| True negative (TN) | Rule correctly clears compliant code |
+| False negative (FN) | Rule misses a real violation |
+
+Document each TP and FN with the exact file, object, and line so Francis can
+use them as concrete evidence in a sharpening proposal.
+
+### Step 4 — Calculate the scorecard
+
+```
+Precision = TP / (TP + FP)   — how trustworthy are the flags?
+Recall    = TP / (TP + FN)   — how much does the rule actually catch?
+F1        = 2 * (P * R) / (P + R)
+```
+
+### Step 5 — Produce the scorecard
+
+Output format (always JSON):
+
+```json
+{
+  "rule": "<knowledge-file-name-without-extension>",
+  "corpus": "<repo> @ <short-sha>",
+  "corpus_size": "<N objects / files analysed>",
+  "true_positives": 0,
+  "false_positives": 0,
+  "true_negatives": 0,
+  "false_negatives": 0,
+  "precision": 0.0,
+  "recall": 0.0,
+  "f1": 0.0,
+  "verdict": "EFFECTIVE | NEEDS_SHARPENING | RETIRE_CANDIDATE | NOT_MECHANICALLY_EVALLABLE",
+  "evidence": [
+    { "type": "FN", "object": "SalesHeader", "file": "...", "reason": "..." }
+  ],
+  "recommendation": "<one sentence>"
+}
+```
+
+### Step 6 — Route
+
+| Verdict | Action |
+|---|---|
+| `EFFECTIVE` | Report scorecard. No further action. |
+| `NEEDS_SHARPENING` | Pass scorecard to Francis as Type A evidence. |
+| `RETIRE_CANDIDATE` | Pass scorecard to Francis with note. Francis decides whether to propose retirement to Immanuel. |
+| `NOT_MECHANICALLY_EVALLABLE` | Document why. No routing. |
+
+## Safety rules
+
+CURABIS-EDISON-001 Read-only. Edison never modifies AL code, never modifies
+  BCQuality knowledge files, and never opens PRs. He produces scorecards only.
+
+CURABIS-EDISON-002 Evaluate only merged rules. Never eval a proposed or pending
+  rule — it has not been approved. Wait for Michael's merge commit before
+  measuring.
+
+CURABIS-EDISON-003 Two corpus types — label them explicitly. Real corpus (actual
+  AL code at a specific commit SHA) measures precision: what does the rule catch
+  in practice? Synthetic corpus (AL code intentionally written to violate the rule)
+  measures sensitivity: does the rule detect violations at all? Both are valid.
+  Never mix them in the same scorecard — report them separately so Michael can
+  read precision and sensitivity independently.
+
+CURABIS-EDISON-004 Low score is evidence, not a verdict. A low F1 score means
+  "route to Francis", not "retire the rule". Only Michael can retire a rule,
+  via a GitHub merge on BCQuality.
+
+CURABIS-EDISON-005 Document false negatives explicitly. A false negative — a
+  real violation the rule missed — is the most valuable output Edison produces.
+  It is the raw material for Francis's sharpening proposals. Never suppress or
+  summarise them away.
+
+CURABIS-EDISON-006 State corpus size. A scorecard with 2 samples is not the
+  same as one with 200. Always report corpus size so Michael can judge the
+  scorecard's weight.
+
+CURABIS-EDISON-007 If in doubt, under-claim. Precision and recall are only
+  as good as the classification. When a classification call is uncertain,
+  label it as such rather than assigning it confidently to TP or FP.
--- a/custom/setup/curabis-standard.agent.md
+++ b/custom/setup/curabis-standard.agent.md
@ -1,7 +1,7 @@
 ---
 kind: action-skill
 id: curabis-standard-setup
-version: 7
+version: 8
 title: CURABIS Standard — Project Setup
 description: >
  Configures a new or existing repository to the CURABIS Standard development
@ -62,6 +62,7 @@ AGENTS_BASE = https://raw.githubusercontent.com/Curabis/BCQuality/main/custom/ag
 | lincoln.agent.md | `{AGENTS_BASE}/lincoln.agent.md` |
 | aurelius.agent.md | `{AGENTS_BASE}/aurelius.agent.md` |
 | munger.agent.md | `{AGENTS_BASE}/munger.agent.md` |
+| edison.agent.md | `{AGENTS_BASE}/edison.agent.md` |
 | cspell.json | `{BASE}/templates/cspell.json` |
 | sync-bcquality-knowledge.ps1 | `{BASE}/sync-bcquality-knowledge.ps1` |

@ -219,6 +220,11 @@ These are invoked only when needed - not at session start:
 - `.github/.agents/court.agent.md` - The BCQuality Court: Lincoln, Aurelius, and Munger
  deliberate on strategic health of the rulebook. Convene when a portfolio-level ruling is
  needed — not for per-rule assessments. Requires a case brief with Edison scorecards.
+- `.github/.agents/edison.agent.md` - BCQuality eval runner. Measures whether a merged
+  rule works in practice against real AL code: builds a corpus via the AL MCP tools,
+  classifies TP/FP/TN/FN, and produces a precision/recall/F1 scorecard. Low scorers route
+  to Francis for sharpening. Read-only — never modifies code or rules. Invoke on demand,
+  after a BCQuality release, or to build the scorecards a Court case requires.
 - `.github/.agents/weber.agent.md` - Developer AI coaching. Applies Verstehen to diagnose
  why a prompt was vague, then coaches toward specificity. Invoked by Florence (Ward 8) or
  manually with a session excerpt or BC task comment.
@ -362,6 +368,7 @@ Fetch and write verbatim:
 - `{AGENTS_BASE}/lincoln.agent.md`         → `.github/.agents/lincoln.agent.md`
 - `{AGENTS_BASE}/aurelius.agent.md`        → `.github/.agents/aurelius.agent.md`
 - `{AGENTS_BASE}/munger.agent.md`          → `.github/.agents/munger.agent.md`
+- `{AGENTS_BASE}/edison.agent.md`          → `.github/.agents/edison.agent.md`
 - `{AGENTS_BASE}/weber.agent.md`           → `.github/.agents/weber.agent.md`
 - `{AGENTS_BASE}/smiley.agent.md`          → `.github/.agents/smiley.agent.md`
 - `{BASE}/templates/algo-settings.agent.md`→ `.github/.agents/algo-settings.agent.md`
@ -486,6 +493,7 @@ Never touches `CLAUDE.md`, `projectmemory/`, `docs/`, or `~/.bc-mcp.config.json`
 | `.github/.agents/lincoln.agent.md` | Fetch fresh from BCQuality, overwrite |
 | `.github/.agents/aurelius.agent.md` | Fetch fresh from BCQuality, overwrite |
 | `.github/.agents/munger.agent.md` | Fetch fresh from BCQuality, overwrite |
+| `.github/.agents/edison.agent.md` | Fetch fresh from BCQuality, overwrite (add if missing) |
 | `.github/.agents/carlin.agent.md` | Fetch fresh from BCQuality, overwrite (add if missing) |
 | `.github/.agents/weber.agent.md` | Fetch fresh from BCQuality, overwrite (add if missing) |
 | `.github/.agents/algo-settings.agent.md` | Fetch fresh from BCQuality, overwrite (add if missing) |