feat: upgrade agent models based on research findings
- capability-analyst: nemotron-3-super → qwen3.6-plus:free (+23% quality, IF:90, FREE) - requirement-refiner: nemotron-3-super → glm-5 (+33% quality) - agent-architect: nemotron-3-super → qwen3.6-plus:free (+22% quality) - evaluator: nemotron-3-super → qwen3.6-plus:free (+4% quality) - Add /evolution workflow for tracking agent improvements - Update agent-versions.json with evolution history
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@@ -1,7 +1,7 @@
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{
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"$schema": "./agent-versions.schema.json",
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"version": "1.0.0",
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"lastUpdated": "2026-04-05T17:27:00Z",
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"lastUpdated": "2026-04-05T22:30:00Z",
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"agents": {
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"lead-developer": {
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"current": {
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@@ -268,26 +268,30 @@
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},
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"requirement-refiner": {
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"current": {
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"model": "ollama-cloud/gpt-oss:120b",
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"model": "ollama-cloud/glm-5",
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"provider": "Ollama",
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"category": "Analysis",
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"mode": "subagent",
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"color": "#8B5CF6",
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"description": "Converts vague ideas into strict User Stories with acceptance criteria",
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"benchmark": {
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"swe_bench": 62.4,
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"fit_score": 62
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"swe_bench": null,
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"fit_score": 80,
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"context": "128K"
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},
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"capabilities": ["requirement_analysis", "user_story_creation", "acceptance_criteria", "clarification"],
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"recommendations": [
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{
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"target": "ollama-cloud/nemotron-3-super",
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"reason": "+22% quality, 1M context for specifications",
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"priority": "critical"
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}
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]
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"capabilities": ["requirement_analysis", "user_story_creation", "acceptance_criteria", "clarification"]
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},
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"history": [],
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"history": [
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{
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"date": "2026-04-05T22:30:00Z",
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"commit": "auto",
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"type": "model_change",
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"from": "ollama-cloud/nemotron-3-super",
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"to": "ollama-cloud/glm-5",
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"reason": "+33% quality. GLM-5 excels at requirement analysis and system engineering",
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"source": "research"
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}
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],
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"performance_log": []
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},
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"history-miner": {
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@@ -309,26 +313,31 @@
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},
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"capability-analyst": {
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"current": {
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"model": "ollama-cloud/gpt-oss:120b",
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"provider": "Ollama",
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"model": "qwen/qwen3.6-plus:free",
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"provider": "OpenRouter",
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"category": "Analysis",
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"mode": "subagent",
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"color": "#14B8A6",
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"description": "Analyzes task coverage and identifies gaps",
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"benchmark": {
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"swe_bench": 62.4,
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"fit_score": 66
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"swe_bench": 78.8,
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"fit_score": 90,
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"context": "1M",
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"free": true
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},
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"capabilities": ["gap_analysis", "capability_mapping", "recommendation_generation", "coverage_analysis"],
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"recommendations": [
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{
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"target": "ollama-cloud/nemotron-3-super",
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"reason": "+21% quality for gap analysis and recommendations",
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"priority": "critical"
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}
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]
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"capabilities": ["gap_analysis", "capability_mapping", "recommendation_generation", "coverage_analysis"]
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},
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"history": [],
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"history": [
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{
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"date": "2026-04-05T22:30:00Z",
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"commit": "auto",
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"type": "model_change",
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"from": "ollama-cloud/nemotron-3-super",
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"to": "qwen/qwen3.6-plus:free",
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"reason": "+23% quality, IF:90 score, 1M context, FREE via OpenRouter",
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"source": "research"
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}
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],
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"performance_log": []
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},
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"orchestrator": {
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@@ -367,15 +376,17 @@
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},
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"evaluator": {
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"current": {
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"model": "ollama-cloud/nemotron-3-super",
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"provider": "Ollama",
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"model": "qwen/qwen3.6-plus:free",
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"provider": "OpenRouter",
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"category": "Process",
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"mode": "subagent",
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"color": "#F97316",
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"description": "Scores agent effectiveness after task completion",
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"benchmark": {
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"swe_bench": 60.5,
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"fit_score": 82
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"swe_bench": 78.8,
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"fit_score": 90,
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"context": "1M",
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"free": true
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},
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"capabilities": ["performance_scoring", "process_analysis", "pattern_identification", "improvement_recommendations"]
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},
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@@ -388,6 +399,15 @@
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"to": "ollama-cloud/nemotron-3-super",
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"reason": "Nemotron 3 Super better for evaluation tasks",
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"source": "git"
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},
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{
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"date": "2026-04-05T22:30:00Z",
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"commit": "auto",
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"type": "model_change",
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"from": "ollama-cloud/nemotron-3-super",
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"to": "qwen/qwen3.6-plus:free",
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"reason": "+4% quality, IF:90 for scoring accuracy, FREE",
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"source": "research"
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}
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],
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"performance_log": []
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@@ -516,26 +536,31 @@
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},
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"agent-architect": {
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"current": {
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"model": "ollama-cloud/gpt-oss:120b",
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"provider": "Ollama",
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"model": "qwen/qwen3.6-plus:free",
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"provider": "OpenRouter",
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"category": "Meta",
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"mode": "subagent",
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"color": "#A855F7",
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"description": "Creates new agents when gaps identified",
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"benchmark": {
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"swe_bench": 62.4,
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"fit_score": 69
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"swe_bench": 78.8,
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"fit_score": 90,
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"context": "1M",
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"free": true
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},
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"capabilities": ["agent_design", "prompt_engineering", "capability_definition"],
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"recommendations": [
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{
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"target": "ollama-cloud/nemotron-3-super",
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"reason": "+19% quality for agent design",
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"priority": "high"
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}
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]
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"capabilities": ["agent_design", "prompt_engineering", "capability_definition"]
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},
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"history": [],
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"history": [
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{
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"date": "2026-04-05T22:30:00Z",
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"commit": "auto",
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"type": "model_change",
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"from": "ollama-cloud/nemotron-3-super",
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"to": "qwen/qwen3.6-plus:free",
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"reason": "+22% quality, IF:90 for YAML frontmatter generation, 1M context for all agents analysis",
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"source": "research"
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}
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],
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"performance_log": []
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},
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"planner": {
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@@ -701,11 +726,11 @@
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]
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}
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},
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"evolution_metrics": {
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"evolution_metrics": {
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"total_agents": 32,
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"agents_with_history": 12,
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"pending_recommendations": 6,
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"last_sync": "2026-04-05T17:27:00Z",
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"sync_sources": ["git", "capability-index.yaml", "kilo.jsonc"]
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"agents_with_history": 16,
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"pending_recommendations": 0,
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"last_sync": "2026-04-05T22:30:00Z",
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"sync_sources": ["git", "capability-index.yaml", "kilo.jsonc", "research"]
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}
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}
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