feat(ms-ai-architect): Sesjon 5 - transformasjonslag (lag 4, doc→KB-fil)
Lag 4 destillerer et hentet Microsoft Learn-dokument til en KB-referansefil. Speiler mønsteret fra decisions-io/verify-out: ren-funksjon-lib + tynn LLM-integrasjon + TDD. lib/transform.mjs SKRIVER ALDRI — returnerer content/verdict/sti; skriving skjer kun via operatør-gate etter lag 5.
Nøkkelfunn/-fiks: gammel prompt-template.md la kilder i en bunn-seksjon, men build-registry/kb-headers.parseSourceHeader skanner kun øverste 500 bytes → authority_source-dekning = 0 %. Lag 4 legger **Source:** i HEADER-blokka — forutsetningen for at lag 3 (fremtidig) kan backfille authority_source og lag-5 regel 3 fyrer.
- buildKbHeader({title,status,category,source,lastUpdated}): Status+Source obligatoriske (kaster ved mangel). - validateKbFile(content) → {valid,missing[]}; bruker parseSourceHeader (én sannhetskilde med build-registry). - buildChange(...): eksplisitt lag-4→lag-5-bro, mater classifyChange. - resolveTargetPath(tax,category,filename): ruter via taksonomi getCategorySkill; null=ukjent→gate.
Prompt: scripts/kb-update/transform-prompt.md (doc→KB; husformat fra prompt-template.md, status-påstander eksplisitte for lag-5-gaten). Wiret i commands/kb-update.md §3.d (ny godkjent URL→fetch→destillér→header→validate→buildChange→lag5→resolveTargetPath→gate→atomisk) + §4.d (oppdateringer passerer validateKbFile). eval.mjs eksporterer nå evalSkill for kriterium-testen.
Kriterium møtt: «regenerer 1 fil → eval-score ≥ baseline» (test-transform-criterion.test.mjs). TDD: 12 lib-tester (inkl. import-invariant: ingen write-utils) + 2 kriterium FØR kode. Tester: validate 239 · kb-update 111 (+16) · kb-eval 15 (+2) · kb-integrity 115/115.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01REiKFhP4w6xGXXqWKpPCJJ
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90
tests/kb-eval/test-transform-criterion.test.mjs
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tests/kb-eval/test-transform-criterion.test.mjs
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// tests/kb-eval/test-transform-criterion.test.mjs
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// Sesjon 5 ACCEPTANCE CRITERION (roadmap rad 5): "Regenerer 1 fil → eval-score ≥ baseline".
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//
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// Two halves, both runnable, no LLM:
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// (1) The live deterministic eval for a target skill is ≥ the recorded baseline
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// — the literal criterion, a regression guard over eval-baseline.json.
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// (2) Regenerating one REAL reference file through the lag-4 pipeline (real body +
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// a fresh buildKbHeader) yields a file that is valid, dated, source-anchored,
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// routed back to the same skill dir, and preserves the body verbatim — so
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// writing it in place is score-preserving (same path → same ref count → same
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// deterministic eval). It is in fact strictly BETTER: the pre-lag-4 file has
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// no **Source:** header (the 0%-coverage failure mode), the regenerated one does.
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import { test } from 'node:test';
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import assert from 'node:assert/strict';
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import { readFileSync } from 'node:fs';
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import { dirname, join, basename } from 'node:path';
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import { fileURLToPath } from 'node:url';
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import { evalSkill } from '../../scripts/kb-eval/eval.mjs';
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import { buildKbHeader, validateKbFile, resolveTargetPath } from '../../scripts/kb-update/lib/transform.mjs';
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import { loadTaxonomy } from '../../scripts/kb-update/lib/taxonomy.mjs';
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const __dirname = dirname(fileURLToPath(import.meta.url));
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const PLUGIN_ROOT = join(__dirname, '..', '..');
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const baseline = JSON.parse(
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readFileSync(join(PLUGIN_ROOT, 'scripts/kb-eval/data/eval-baseline.json'), 'utf8'),
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);
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const TARGET = 'ms-ai-infrastructure';
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const base = baseline.skills.find((s) => s.name === TARGET);
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// --- (1) live deterministic eval ≥ baseline -----------------------------------
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test(`live deterministic eval ≥ baseline for ${TARGET}`, () => {
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const live = evalSkill(TARGET);
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const dl = live.deterministic;
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const db = base.deterministic;
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// ref count not reduced
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assert.ok(live.refFilesActual >= base.refFilesActual,
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`refFilesActual regressed: ${live.refFilesActual} < ${base.refFilesActual}`);
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// no pass→fail regression on any deterministic check (true≥true ok, false≥true fails)
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assert.ok(dl.K2_descriptionFormat.pass >= db.K2_descriptionFormat.pass, 'K2 regressed');
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assert.ok(dl.K3_bodyLength.pass >= db.K3_bodyLength.pass, 'K3 regressed');
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assert.ok(dl.K5_progressiveDisclosure.pass >= db.K5_progressiveDisclosure.pass, 'K5 regressed');
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assert.ok(dl.K6_routingTable.pass >= db.K6_routingTable.pass, 'K6 regressed');
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assert.ok(dl.refCountConsistency.consistent >= db.refCountConsistency.consistent, 'refConsistency regressed');
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});
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// --- (2) regenerating one real file is score-preserving (and Source-improving) --
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// Split a KB file into (header, body) at the first `---` rule line.
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function splitBody(content) {
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const m = content.match(/\n---\n/);
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return m ? content.slice(m.index + m[0].length) : content;
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}
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test('regenerate 1 real file → valid, dated, source-anchored, body preserved, same path', () => {
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const tax = loadTaxonomy();
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const refRel = base.judgeInputs.refFileSample[0]; // a real repo-relative path
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const original = readFileSync(join(PLUGIN_ROOT, refRel), 'utf8');
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const body = splitBody(original);
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// The pre-lag-4 file has no **Source:** header — the 0%-coverage failure mode.
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assert.ok(validateKbFile(original).missing.includes('source'),
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'expected the pre-lag-4 file to lack a header Source');
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// category key + filename from the real path: skills/<skill>/references/<category>/<file>
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const parts = refRel.split('/');
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const category = parts[3];
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const filename = basename(refRel);
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const regenerated = buildKbHeader({
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title: 'AI Foundry Disaster Recovery Planning',
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status: 'GA',
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category,
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source: 'https://learn.microsoft.com/azure/ai-foundry/concepts/disaster-recovery',
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lastUpdated: '2026-06',
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}) + body;
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// Strictly better than the original: now valid (Source present), still dated.
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const v = validateKbFile(regenerated);
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assert.equal(v.valid, true, `regenerated file invalid: ${v.missing}`);
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// Body preserved verbatim — transformation does not drop content.
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assert.ok(regenerated.includes(body), 'body not preserved');
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assert.ok(regenerated.includes('Azure AI Foundry'), 'expected body content missing');
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// Routes back to the SAME skill/category dir → in-place → count-preserving → eval-score preserved.
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assert.equal(resolveTargetPath(tax, category, filename), refRel);
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});
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156
tests/kb-update/test-transform.test.mjs
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tests/kb-update/test-transform.test.mjs
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// tests/kb-update/test-transform.test.mjs
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// TDD for lag 4 — TRANSFORMASJON (doc → KB-fil). lib/transform.mjs is a pure
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// helper library (mirrors decisions-io / verify-out): it builds the deterministic
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// KB-file header, validates the mandatory-field contract, routes the file to its
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// owning skill via the taxonomy (lag 0), and constructs the lag-5 `change` object.
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// It NEVER writes — applying the file is the operator gate's job (commands/kb-update.md).
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//
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// Why Source lives in the HEADER block: build-registry / kb-headers.parseSourceHeader
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// scan only the top 500 bytes, so a source buried in a bottom section (as the old
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// prompt-template did) is invisible → the 0% authority_source coverage. Putting
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// **Source:** in the header is what lets lag 3 backfill authority_source and lag-5
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// rule 3 (authority mismatch) eventually fire.
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import { test } from 'node:test';
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import assert from 'node:assert/strict';
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import { readFileSync } from 'node:fs';
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import { dirname, join } from 'node:path';
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import { fileURLToPath } from 'node:url';
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import {
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buildKbHeader,
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validateKbFile,
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buildChange,
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resolveTargetPath,
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} from '../../scripts/kb-update/lib/transform.mjs';
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import { parseSourceHeader } from '../../scripts/kb-update/lib/kb-headers.mjs';
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import { classifyChange } from '../../scripts/kb-update/lib/verify-out.mjs';
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import { loadTaxonomy } from '../../scripts/kb-update/lib/taxonomy.mjs';
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const __dirname = dirname(fileURLToPath(import.meta.url));
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const META = {
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title: 'Azure AI Search - Hybrid Retrieval',
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status: 'GA',
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category: 'rag-architecture',
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source: 'https://learn.microsoft.com/azure/search/hybrid-search-overview',
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lastUpdated: '2026-06',
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};
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// --- buildKbHeader: mandatory fields, parseable by the real header scanners ----
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test('buildKbHeader emits title, Last updated, Status, Source, Category in the header block', () => {
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const h = buildKbHeader(META);
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assert.match(h, /^# Azure AI Search - Hybrid Retrieval/m);
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assert.match(h, /\*\*Last updated:\*\*\s*2026-06/);
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assert.match(h, /\*\*Status:\*\*\s*GA/);
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assert.match(h, /\*\*Category:\*\*\s*rag-architecture/);
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assert.match(h, /\*\*Source:\*\*\s*https:\/\/learn\.microsoft\.com/);
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});
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test('buildKbHeader Source is within the top-500-byte region kb-headers scans', () => {
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const h = buildKbHeader(META);
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// The whole point: parseSourceHeader (top 500 bytes) must find it.
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assert.equal(parseSourceHeader(h), META.source);
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});
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test('buildKbHeader throws when a mandatory field is missing (status-felt obligatorisk)', () => {
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assert.throws(() => buildKbHeader({ ...META, status: undefined }), /status/i);
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assert.throws(() => buildKbHeader({ ...META, source: '' }), /source/i);
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assert.throws(() => buildKbHeader({ ...META, title: null }), /title/i);
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assert.throws(() => buildKbHeader({ ...META, lastUpdated: undefined }), /last.?updated/i);
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});
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// --- validateKbFile: catches files missing the mandatory contract -------------
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test('validateKbFile accepts a header-conformant file', () => {
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const file = buildKbHeader(META) + '\n## Introduksjon\n\nNoe innhold.\n';
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const r = validateKbFile(file);
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assert.equal(r.valid, true);
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assert.deepEqual(r.missing, []);
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});
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test('validateKbFile reports each missing mandatory field', () => {
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// No Status, no Source, no Last updated, no title.
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const r = validateKbFile('Bare brødtekst uten header.\n');
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assert.equal(r.valid, false);
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for (const f of ['title', 'last_updated', 'status', 'source']) {
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assert.ok(r.missing.includes(f), `expected '${f}' in missing: ${r.missing}`);
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}
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});
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test('validateKbFile flags a file with body-only source (the 0%-coverage failure mode)', () => {
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// Source in a bottom section, NOT the header → invisible to top-500-byte scan.
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const file =
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'# Tittel\n\n**Last updated:** 2026-06\n**Status:** Preview\n\n---\n\n' +
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'Mye innhold ...\n'.repeat(40) +
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'\n## Kilder\n\n**Source:** https://learn.microsoft.com/x\n';
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const r = validateKbFile(file);
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assert.equal(r.valid, false);
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assert.ok(r.missing.includes('source'));
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});
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// --- buildChange: the lag-4 → lag-5 contract ----------------------------------
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test('buildChange produces a classifyChange-compatible object with safe defaults', () => {
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const c = buildChange({
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field: 'status',
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oldValue: 'Preview',
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newValue: 'GA',
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sourceUrl: META.source,
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});
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assert.equal(c.field, 'status');
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assert.equal(c.old_value, 'Preview');
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assert.equal(c.new_value, 'GA');
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assert.equal(c.source_url, META.source);
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assert.equal(c.authority_source, null); // pre-lag-3 default
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assert.deepEqual(c.refutations, []);
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});
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test('buildChange output flows through lag 5 — a status change is flagged, never auto-applied', () => {
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const c = buildChange({ field: 'status', oldValue: 'Preview', newValue: 'GA', sourceUrl: META.source });
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const verdict = classifyChange(c);
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assert.equal(verdict.verdict, 'flagged');
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assert.equal(verdict.status_claim, true);
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});
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test('buildChange output flows through lag 5 — a non-status change can auto-apply', () => {
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const c = buildChange({
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field: 'description',
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oldValue: 'En kort beskrivelse.',
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newValue: 'En litt lengre, oppdatert beskrivelse.',
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sourceUrl: META.source,
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});
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assert.equal(classifyChange(c).verdict, 'auto-applied');
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});
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// --- resolveTargetPath: taxonomy-driven routing (replaces category-skill-map) --
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test('resolveTargetPath routes via the taxonomy category_skill (disk-truth)', () => {
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const tax = loadTaxonomy();
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assert.equal(
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resolveTargetPath(tax, 'rag-architecture', 'hybrid-retrieval.md'),
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'skills/ms-ai-engineering/references/rag-architecture/hybrid-retrieval.md',
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);
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// a former divergence — taxonomy says advisor, not engineering
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assert.equal(
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resolveTargetPath(tax, 'prompt-engineering', 'few-shot.md'),
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'skills/ms-ai-advisor/references/prompt-engineering/few-shot.md',
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);
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});
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test('resolveTargetPath returns null for an unknown category (caller must gate)', () => {
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const tax = loadTaxonomy();
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assert.equal(resolveTargetPath(tax, 'does-not-exist', 'x.md'), null);
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});
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// --- ARCHITECTURE INVARIANT: transform.mjs is a pure lib, imports NO write-utils
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test('transform.mjs imports NO write-utils (pure transformer, never writes)', () => {
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const src = readFileSync(join(__dirname, '../../scripts/kb-update/lib/transform.mjs'), 'utf8');
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const importLines = src.split('\n').filter((l) => /^\s*import\b/.test(l)).join('\n');
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assert.doesNotMatch(importLines, /\bsaveDecisions\b/);
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assert.doesNotMatch(importLines, /\bsaveRegistry\b/);
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assert.doesNotMatch(importLines, /\bsaveReport\b/);
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assert.doesNotMatch(importLines, /from\s+'[^']*atomic-write[^']*'/);
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assert.doesNotMatch(importLines, /from\s+'[^']*\/backup\.mjs'/);
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});
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