Complete AL review knowledge readiness

Fill telemetry and Query coverage, strengthen thin review domains, correct audited content defects, and add deterministic cheap-model evaluation and reference-integrity safeguards.

Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>

Copilot-Session: 9825b012-e653-496a-9310-c1f4b6f8ac27

evaluation/README.md

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+# AL review evaluation
+
+`review-fixtures.json` contains one positive and one clean control for every AL review leaf. Inputs are existing companion samples, but model-facing preparation hashes case IDs, neutralizes `Good`/`Bad` object-name tokens, and removes full-line sample comments so neither the article slug, domain, nor expected outcome reveals the answer.
+
+## Validate the corpus
+
+```powershell
+pwsh ./tools/Test-ReviewFixtures.ps1 -Root .
+```
+
+This is credential-free and runs in CI. It validates fixture paths, expected article references, unique IDs, and positive/clean coverage for every registered leaf.
+
+## Run a fast-model evaluation
+
+1. Prepare neutral inputs:
+
+   ```powershell
+   pwsh ./tools/Test-ReviewFixtures.ps1 -Root . -PrepareDirectory ./.evaluation-run
+   ```
+
+2. For a fast/small model, use one fresh invocation per `request-case-*.json`. Each request embeds the exact leaf instructions, that domain's candidate index rows with authoritative paths, and one opaque case. The model opens only matching articles and copies finding IDs from `candidateArticles[].path`. Save each response with the matching `result-case-*.json` name in the same directory.
+
+   `request-<domain>.json` files provide optional two-case leaf batches; save those as `result-<domain>.json`. Directory scoring prefers `result-case-*.json` when present and otherwise falls back to `result-*.json`. `review-request.json` is an optional all-domains stress test for larger models. Neither batch form is the preferred fast-model profile.
+
+3. Save only this result shape:
+
+   ```json
+   {
+     "cases": [
+       {
+         "id": "case-a1b2c3d4",
+         "findings": [
+           { "id": "microsoft/knowledge/appsource/object-affixes-prevent-collisions.md" }
+         ]
+       }
+     ]
+   }
+   ```
+
+   Include every case. A clean control has an empty `findings` array.
+
+4. Score all per-leaf results together:
+
+   ```powershell
+   pwsh ./tools/Test-ReviewFixtures.ps1 -Root . -ResultsDirectory ./.evaluation-run
+   ```
+
+   For a single combined stress-test result, use `-ResultsPath` instead.
+
+The committed gate requires full expected recall and no findings on clean controls. `allowedAdditional` in the manifest records known, independently valid overlaps without weakening the required primary finding.