- Restore all 30 agents to v3.html heatmap optimal models:
* frontend-developer: qwen3-coder -> minimax-m2.5 (92★)
* devops-engineer: nemotron-3-super -> kimi-k2.6:cloud (88★)
* browser-automation: qwen3-coder -> kimi-k2.6:cloud (86★)
* agent-architect: glm-5.1 -> kimi-k2.6:cloud (86★)
- Add Model Evolution Guard system:
* agent-evolution/scripts/lib/fitness-gate.cjs
* Rejects downgrades >3 points or below score 75
* Produces detailed diff report before any file modifications
* Normalized model ID lookup (v3.html ':' vs JSON '-')
- Update sync-benchmarks-from-yaml.cjs with fitness gate
- Update model-benchmarks.json with v3 optimal assignments
- Rebuild research-dashboard.html (104KB, 30 agents, 11 models)
- Add model-evolution-guard.md architecture documentation
- Add v3-optimal-models.json as source-of-truth reference
Fixes regression introduced by commit 3badb25 where models were
silently downgraded from heatmap optimal to inferior assignments.
172 lines
5.2 KiB
JavaScript
172 lines
5.2 KiB
JavaScript
/**
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* Model Evolution Fitness Gate
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*
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* Validates any model assignment change against heatmap-derived scores.
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* Rejects changes that would downgrade agents beyond the regression threshold.
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*
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* Usage:
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* const { FitnessGate, runGate } = require('./fitness-gate');
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* runGate(require('../../data/model-benchmarks.json'));
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*/
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const fs = require('fs');
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const path = require('path');
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const BENCHMARKS_PATH = path.join(__dirname, '../../data/model-benchmarks.json');
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const DEFAULT_MIN_SCORE = 75;
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const DEFAULT_MAX_REGRESSION = 3;
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class FitnessGate {
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constructor(benchmarks, options = {}) {
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this.benchmarks = benchmarks;
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this.agents = this._buildAgentIndex(benchmarks);
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this.models = this._buildModelIndex(benchmarks);
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this.minScore = options.minScore ?? DEFAULT_MIN_SCORE;
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this.maxRegression = options.maxRegression ?? DEFAULT_MAX_REGRESSION;
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}
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_buildAgentIndex(data) {
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const map = {};
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(data.agent_model_scores || []).forEach(a => {
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map[a.agent] = a;
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});
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return map;
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}
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_buildModelIndex(data) {
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const map = {};
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(data.models || []).forEach((m, i) => {
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map[m.id] = { ...m, idx: i };
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});
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return map;
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}
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getScore(agentName, modelId) {
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const agent = this.agents[agentName];
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if (!agent) return null;
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// Normalize model IDs (v3.html uses "", JSON may use "kimi-k2.6" instead of "kimi-k2.6:cloud")
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const normalizedId = modelId.replace(/:/g, '-').replace(/--cloud$/, '-2.6');
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const tryKeys = [normalizedId, modelId, modelId + '-cloud'];
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for (const key of tryKeys) {
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if (agent.scores?.[key] !== undefined) return agent.scores[key];
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}
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return null;
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}
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validateChange(agentName, fromModel, toModel) {
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const agent = this.agents[agentName];
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if (!agent) return { acceptable: false, reason: `Agent "${agentName}" not found in benchmarks` };
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const oldScore = this.getScore(agentName, fromModel);
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const newScore = this.getScore(agentName, toModel);
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if (oldScore === null) {
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return { acceptable: false, reason: `No score for "${fromModel}" on agent "${agentName}"` };
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}
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if (newScore === null) {
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return { acceptable: false, reason: `No score for "${toModel}" on agent "${agentName}"` };
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}
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if (newScore < this.minScore) {
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return {
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acceptable: false,
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reason: `Score ${newScore} below global minimum ${this.minScore}`,
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oldScore, newScore, delta: newScore - oldScore
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};
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}
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if (newScore < oldScore - this.maxRegression) {
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return {
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acceptable: false,
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reason: `Regression ${oldScore} -> ${newScore} (delta ${newScore - oldScore}) exceeds max allowed regression of ${this.maxRegression}`,
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oldScore, newScore, delta: newScore - oldScore
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};
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}
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return {
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acceptable: true,
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oldScore, newScore, delta: newScore - oldScore,
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status: newScore > oldScore ? 'upgrade' : newScore === oldScore ? 'same' : 'minor_regression'
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};
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}
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validateAllChanges(changes) {
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const results = [];
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const rejections = [];
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for (const change of changes) {
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const result = this.validateChange(change.agent, change.from, change.to);
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results.push({ ...change, ...result });
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if (!result.acceptable) rejections.push(result);
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}
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return { results, rejections, passed: rejections.length === 0 };
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}
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printDiff(report) {
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console.log('\n=== Model Change Diff Report ===');
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console.log(
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'Agent'.padEnd(25),
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'Old Model'.padEnd(25),
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'Old Score'.padEnd(10),
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'New Model'.padEnd(25),
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'New Score'.padEnd(10),
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'Status'
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);
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console.log('-'.repeat(115));
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for (const r of report.results) {
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const status = r.acceptable
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? r.delta > 0 ? '✅ UPGRADE'
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: r.delta === 0 ? '➖ SAME'
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: `⚠️ MINOR (${r.delta})`
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: `⛔ REJECTED: ${r.reason}`;
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console.log(
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r.agent.padEnd(25),
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(r.from || '-').padEnd(25),
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(r.oldScore ?? '-').toString().padEnd(10),
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(r.to || '-').padEnd(25),
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(r.newScore ?? '-').toString().padEnd(10),
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status
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);
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}
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console.log('-'.repeat(115));
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const upgrades = report.results.filter(r => r.delta > 0).length;
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const downgrades = report.results.filter(r => r.delta < 0 && r.acceptable).length;
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const same = report.results.filter(r => r.delta === 0).length;
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const rejected = report.rejections.length;
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console.log(`Upgrades: ${upgrades} | Minor regressions: ${downgrades} | Same: ${same} | Rejected: ${rejected}`);
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if (rejected > 0) {
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console.log('\n⛔ REJECTIONS (sync blocked):');
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for (const r of report.rejections) {
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console.log(` - ${r.agent}: ${r.reason}`);
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}
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console.log('\nNo files were modified. Fix the source data or adjust thresholds (not recommended).');
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}
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}
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}
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/**
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* Convenience: load benchmarks from default path and create gate
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*/
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function loadGate(options = {}) {
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const data = JSON.parse(fs.readFileSync(BENCHMARKS_PATH, 'utf8'));
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return new FitnessGate(data, options);
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}
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/**
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* Convenience: validate + print diff in one call
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*/
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function runGate(changes, options = {}) {
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const gate = loadGate(options);
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const report = gate.validateAllChanges(changes);
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gate.printDiff(report);
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return report;
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}
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module.exports = { FitnessGate, loadGate, runGate };
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