- Integrate apaw_agent_model_research_v3.html as standalone dashboard - Add model-benchmarks.json with 32 agents, 11 scored models, 11 recommendations - Add build-research-dashboard.ts: inject live data into template → standalone HTML - Add rebuild-template.cjs: regenerate template from v3.html source - Add sync-benchmarks-from-yaml.cjs: sync YAML → JSON round-trip - Add sync-model-research.ts: apply recommendation matrix to config files - Add model-benchmarks.schema.json and model-research.schema.json for validation - Add bidirectional-data-flow.md architecture documentation - Add log-execution.cjs pipeline hook - Update capability-index.yaml: add fallback_models, failover_strategy - Update kilo-meta.json, kilo.jsonc, KILO_SPEC.md with synced models - Update evolution.md / research.md / self-evolution.md / evolutionary-sync.md docs - Fix security-auditor.md: quote YAML color (#DC2626) - Fix orchestrator.md: remove duplicate devops-engineer key - Build research-dashboard.html (106KB standalone) + dated archive
968 lines
30 KiB
JSON
968 lines
30 KiB
JSON
{
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|
"version": "1.0.0",
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"lastUpdated": "2026-04-27T20:28:58.592Z",
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"agents": {
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"lead-developer": {
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"current": {
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"description": "Primary code writer for backend and core logic. Writes implementation to pass tests",
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"mode": "subagent",
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"model": "ollama-cloud/nemotron-3-super",
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|
"provider": "Ollama",
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"variant": "thinking",
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|
"color": "\"#DC2626\"",
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"category": "General",
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|
"capabilities": [
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|
"code_writing",
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"refactoring",
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"bug_fixing",
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"implementation"
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]
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},
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"history": [
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{
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"type": "model_change",
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"from": null,
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"to": "ollama-cloud/qwen3-coder:480b",
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"reason": "Initial configuration from capability-index.yaml",
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"source": "git"
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},
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{
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"date": "2026-04-27T16:56:09.013Z",
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"commit": "model-research-sync",
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"type": "model_change",
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"from": "ollama-cloud/qwen3-coder:480b",
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"to": "ollama-cloud/nemotron-3-super",
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"reason": "Nemotron 3 Super has better reasoning for core development tasks and RULER@1M context window. SWE-bench 68% vs Qwen's 66.5%.",
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"source": "research"
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},
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{
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"date": "2026-04-27T20:28:58.592Z",
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"commit": "model-research-sync",
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"type": "model_change",
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"from": "ollama-cloud/qwen3-coder:480b",
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"to": "ollama-cloud/nemotron-3-super",
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"reason": "Nemotron 3 Super has better reasoning for core development tasks and RULER@1M context window. SWE-bench 68% vs Qwen's 66.5%.",
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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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"frontend-developer": {
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"current": {
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"description": "Handles UI implementation with multimodal capabilities. Accepts visual references like screenshots and mockups",
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"mode": "all",
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"model": "ollama-cloud/qwen3-coder:480b",
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"provider": "Ollama",
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"color": "\"#0EA5E9\"",
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"category": "General",
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"capabilities": [
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"ui_implementation",
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"component_creation",
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"styling",
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"responsive_design",
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"nextjs_development",
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"vue_nuxt_development",
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"react_development"
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]
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},
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"history": [
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{
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"commit": "af5f401",
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"type": "agent_created",
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"from": null,
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"to": "ollama-cloud/qwen3-coder:480b",
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"reason": "Flutter development support added",
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"source": "git"
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}
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],
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"performance_log": []
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},
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"backend-developer": {
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"current": {
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"description": "Backend specialist for Node.js, Express, APIs, and database integration",
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"mode": "subagent",
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"model": "ollama-cloud/qwen3-coder:480b",
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"provider": "Ollama",
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"color": "\"#10B981\"",
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"category": "General",
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"capabilities": [
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"api_development",
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"database_design",
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"server_logic",
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"authentication",
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"postgresql_integration",
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"sqlite_integration"
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]
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},
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"history": [],
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},
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"go-developer": {
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"current": {
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"description": "Go backend specialist for Gin, Echo, APIs, and database integration",
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"mode": "subagent",
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"model": "ollama-cloud/qwen3-coder:480b",
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"provider": "Ollama",
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"color": "\"#00ADD8\"",
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"category": "General",
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"capabilities": [
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"go_api_development",
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"go_database_design",
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"go_concurrent_programming",
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"go_authentication",
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"go_microservices",
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"postgresql_integration",
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"sqlite_integration",
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"clickhouse_integration"
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]
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},
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"history": [
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{
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"date": "2026-04-05T05:21:00Z",
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"commit": "caf77f53c8",
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"type": "model_change",
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"from": "ollama-cloud/deepseek-v3.2",
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"to": "ollama-cloud/qwen3-coder:480b",
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"reason": "Qwen3-Coder optimized for Go development",
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"source": "git"
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}
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],
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"performance_log": []
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},
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"sdet-engineer": {
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"current": {
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"description": "Writes tests following TDD methodology. Tests MUST fail initially (Red phase)",
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"mode": "all",
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"model": "ollama-cloud/qwen3-coder:480b",
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"provider": "Ollama",
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"variant": "thinking",
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"color": "\"#8B5CF6\"",
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"category": "General",
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"capabilities": [
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"unit_tests",
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"integration_tests",
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"e2e_tests",
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"test_planning",
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"visual_regression"
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]
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},
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"history": [],
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},
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"code-skeptic": {
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"current": {
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"description": "Adversarial code reviewer. Finds problems and issues. Does NOT suggest implementations",
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"mode": "subagent",
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"model": "ollama-cloud/minimax-m2.5",
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"provider": "Ollama",
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"color": "\"#E11D48\"",
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"category": "General",
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"capabilities": [
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"code_review",
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"security_review",
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"style_check",
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"issue_identification"
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]
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},
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"history": [],
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"performance_log": []
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},
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"security-auditor": {
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"current": {
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"description": "Scans for security vulnerabilities, OWASP Top 10, dependency CVEs, and hardcoded secrets",
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"mode": "all",
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"model": "ollama-cloud/nemotron-3-super",
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"provider": "Ollama",
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"color": "\"#7F1D1D\"",
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"category": "General",
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"capabilities": [
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"vulnerability_scan",
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"owasp_check",
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"secret_detection",
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"auth_review"
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]
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},
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"history": [
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{
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"date": "2026-04-05T05:21:00Z",
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"commit": "caf77f53c8",
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"type": "model_change",
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"from": "ollama-cloud/deepseek-v3.2",
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"to": "ollama-cloud/nemotron-3-super",
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"reason": "Nemotron 3 Super optimized for security analysis with RULER@1M",
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"source": "git"
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}
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],
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"performance_log": []
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},
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"performance-engineer": {
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"current": {
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"description": "Reviews code for performance issues. Focuses on efficiency, N+1 queries, memory leaks, and algorithmic complexity",
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"mode": "all",
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"model": "ollama-cloud/nemotron-3-super",
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"provider": "Ollama",
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"color": "\"#0D9488\"",
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"category": "General",
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"capabilities": [
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"performance_analysis",
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"n_plus_one_detection",
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"memory_leak_check",
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"algorithm_analysis"
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]
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},
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"history": [
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{
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"type": "model_change",
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"from": "ollama-cloud/gpt-oss:120b",
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"to": "ollama-cloud/nemotron-3-super",
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"reason": "Better reasoning for performance analysis",
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"source": "git"
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}
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],
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"performance_log": []
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},
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"current": {
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"description": "Browser automation agent using Playwright MCP for E2E testing, form filling, navigation, and web interaction",
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"mode": "subagent",
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"model": "ollama-cloud/qwen3-coder:480b",
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"provider": "Ollama",
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"color": "\"#1E88E5\"",
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"category": "General",
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"capabilities": [
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"e2e_browser_tests",
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"form_filling",
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"navigation_testing",
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"screenshot_capture"
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]
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},
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"history": [],
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},
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"visual-tester": {
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"current": {
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"description": "Visual regression testing agent that captures screenshots, extracts UI elements with bounding boxes, compares via pixelmatch, and detects console/network errors",
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"mode": "subagent",
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"model": "ollama-cloud/qwen3-coder:480b",
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"provider": "Ollama",
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"color": "\"#E91E63\"",
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"category": "General",
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"capabilities": [
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"visual_regression",
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"pixel_comparison",
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"screenshot_diff",
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"ui_validation",
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"bbox_element_extraction",
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"console_error_detection",
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"network_error_detection",
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"responsive_layout_check",
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"button_overflow_detection",
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"gitea_integration",
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"docker_networking"
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]
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},
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"history": [],
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"performance_log": []
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},
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"system-analyst": {
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"current": {
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"description": "Designs technical specifications, data schemas, and API contracts before implementation",
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"mode": "subagent",
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"model": "ollama-cloud/nemotron-3-super",
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"provider": "Ollama",
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"variant": "thinking",
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"color": "\"#0891B2\"",
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"category": "General",
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"capabilities": [
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"architecture_design",
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"api_specification",
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"database_modeling",
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"technical_documentation"
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]
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},
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"history": [
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{
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"date": "2026-04-05T05:21:00Z",
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"commit": "caf77f53c8",
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"type": "model_change",
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"from": "ollama-cloud/gpt-oss:120b",
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"to": "ollama-cloud/glm-5",
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"reason": "GLM-5 better for system engineering and architecture",
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"source": "git"
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},
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{
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"date": "2026-04-23T06:24:32.546Z",
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"commit": "sync",
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"type": "model_change",
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"from": "ollama-cloud/glm-5",
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"to": "ollama-cloud/glm-5.1",
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"reason": "Model update from sync",
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"source": "git"
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},
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{
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"date": "2026-04-27T16:59:52.825Z",
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"commit": "model-research-sync",
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"type": "model_change",
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"from": "ollama-cloud/glm-5.1",
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"to": "ollama-cloud/nemotron-3-super",
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"reason": "Test recommendation for model research sync script",
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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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"requirement-refiner": {
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"current": {
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"description": "Converts vague ideas and bug reports into strict User Stories with acceptance criteria checklists",
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"mode": "all",
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"model": "ollama-cloud/glm-5.1",
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"provider": "Ollama",
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"variant": "thinking",
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"color": "\"#4F46E5\"",
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"category": "General",
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|
"capabilities": [
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|
"requirement_analysis",
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|
"user_story_creation",
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"acceptance_criteria",
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"clarification"
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]
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},
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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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"date": "2026-04-23T06:24:32.546Z",
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"commit": "sync",
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"type": "model_change",
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"from": "ollama-cloud/glm-5",
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"to": "ollama-cloud/glm-5.1",
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"reason": "Model update from sync",
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"source": "git"
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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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"current": {
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"description": "Analyzes git history to find duplicates and past solutions, preventing regression and duplicate work",
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|
"mode": "subagent",
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"model": "ollama-cloud/nemotron-3-super",
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|
"provider": "Ollama",
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|
"color": "\"#059669\"",
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"category": "General",
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"capabilities": [
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|
"git_search",
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"duplicate_detection",
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]
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},
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"history": [
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{
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"date": "2026-04-23T06:24:32.546Z",
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"commit": "sync",
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"type": "model_change",
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"from": "ollama-cloud/glm-5",
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"to": "ollama-cloud/nemotron-3-super",
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"reason": "Model update from sync",
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|
"source": "git"
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}
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],
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"performance_log": []
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},
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"capability-analyst": {
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"current": {
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"description": "Analyzes task requirements against available agents, workflows, and skills. Identifies gaps and recommends new components.",
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"mode": "subagent",
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|
"model": "ollama-cloud/glm-5.1",
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"provider": "Ollama",
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|
"color": "\"#6366F1\"",
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"category": "General",
|
|
"capabilities": [
|
|
"gap_analysis",
|
|
"capability_mapping",
|
|
"recommendation_generation",
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|
"coverage_analysis"
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]
|
|
},
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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": "openrouter/qwen/qwen3.6-plus:free",
|
|
"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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"date": "2026-04-23T06:24:32.546Z",
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"commit": "sync",
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"type": "model_change",
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"from": "openrouter/qwen/qwen3.6-plus:free",
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}
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],
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},
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"orchestrator": {
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"current": {
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|
"description": "Main dispatcher. Routes tasks between agents based on Issue status and manages the workflow state machine. IF:90 for optimal routing accuracy.",
|
|
"mode": "all",
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|
"model": "ollama-cloud/glm-5.1",
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"provider": "Ollama",
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|
"variant": "thinking",
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"color": "\"#7C3AED\"",
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|
"category": "General",
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|
"capabilities": [
|
|
"task_routing",
|
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"state_management",
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"agent_coordination",
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"workflow_execution"
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]
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},
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"history": [
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{
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"from": "ollama-cloud/glm-5",
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"reason": "Model update from sync",
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"source": "git"
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}
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],
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},
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"mode": "subagent",
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"provider": "Ollama",
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"color": "\"#581C87\"",
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"category": "General",
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"capabilities": [
|
|
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|
|
"version_management",
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|
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},
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{
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"commit": "sync",
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"from": "ollama-cloud/devstral-2:123b",
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"to": "ollama-cloud/glm-5.1",
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"reason": "Model update from sync",
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|
"source": "git"
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}
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],
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|
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|
|
},
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|
"evaluator": {
|
|
"current": {
|
|
"description": "Scores agent effectiveness after task completion for continuous improvement",
|
|
"mode": "subagent",
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"model": "ollama-cloud/glm-5.1",
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|
"provider": "Ollama",
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|
"variant": "thinking",
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"color": "\"#047857\"",
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"category": "General",
|
|
"capabilities": [
|
|
"performance_scoring",
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|
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]
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},
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"history": [
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{
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"date": "2026-04-05T05:21:00Z",
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"source": "git"
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{
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|
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{
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],
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},
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"provider": "Ollama",
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|
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|
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|
"to": "ollama-cloud/glm-5",
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"reason": "GLM-5 good for management tasks",
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|
"source": "git"
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},
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|
{
|
|
"date": "2026-04-23T06:24:32.546Z",
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|
"commit": "sync",
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|
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"to": "ollama-cloud/glm-5.1",
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|
"reason": "Model update from sync",
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|
"source": "git"
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}
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],
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},
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"to": "ollama-cloud/glm-5.1",
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|
"reason": "Model update from sync",
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"source": "git"
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}
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"provider": "Ollama",
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"category": "General",
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"to": "ollama-cloud/nemotron-3-nano:30b",
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"reason": "Nano efficient for lightweight validation tasks",
|
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"source": "git"
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"to": "openrouter/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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"commit": "sync",
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"to": "ollama-cloud/glm-5.1",
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"reason": "Model update from sync",
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"source": "git"
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}
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],
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},
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"reason": "Nemotron 3 Super excels at planning",
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"source": "git"
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],
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"source": "git"
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"mode": "subagent",
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|
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]
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},
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"from": "ollama-cloud/gpt-oss:120b",
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|
"to": "ollama-cloud/nemotron-3-super",
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|
"reason": "RULER@1M critical for memory ctx",
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|
"source": "git"
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}
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|
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|
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|
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|
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"description": "Flutter mobile specialist for cross-platform apps, state management, and UI components",
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"mode": "subagent",
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|
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|
"color": "\"#02569B\"",
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|
"category": "General",
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|
"capabilities": [
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|
"dart_programming",
|
|
"flutter_ui",
|
|
"mobile_app_development",
|
|
"widget_creation",
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"state_management"
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|
},
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"reason": "New agent for Flutter development",
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|
"source": "git"
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}
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],
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},
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|
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|
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|
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|
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|
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|
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|
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|
"entity_extraction",
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|
"api_surface_discovery",
|
|
"convention_detection",
|
|
"staleness_detection"
|
|
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|
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"provider": "Ollama",
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|
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|
"laravel_development",
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|
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"php_api_development",
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|
"php_database_design",
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|
"php_authentication",
|
|
"php_modular_architecture",
|
|
"php_testing",
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|
"php_security"
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|
]
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|
},
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|
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|
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|
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|
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|
"mode": "subagent",
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|
"model": "ollama-cloud/glm-5.1",
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|
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|
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|
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|
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|
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|
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|
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"bottleneck_detection"
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]
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|
},
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|
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"date": "2026-04-06T00:23:50 +0100Z",
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|
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"source": "git"
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},
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|
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|
"description": "Python backend specialist for Django, FastAPI, data science, and API development",
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|
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|
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|
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|
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|
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|
"category": "General",
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|
"capabilities": [
|
|
"python_web_development",
|
|
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|
|
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|
|
"python_api_development",
|
|
"python_database_design",
|
|
"python_authentication",
|
|
"python_async_patterns",
|
|
"python_testing",
|
|
"python_security"
|
|
]
|
|
},
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|
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|
|
},
|
|
"providers": {
|
|
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|
|
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|
|
},
|
|
"OpenRouter": {
|
|
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|
|
},
|
|
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|
|
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|
|
}
|
|
},
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|
"evolution_metrics": {
|
|
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|
|
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|
|
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|
|
"last_sync": "2026-04-23T06:24:32.546Z",
|
|
"sync_sources": [
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|
"git",
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|
"capability-index.yaml",
|
|
"kilo.jsonc"
|
|
]
|
|
}
|
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} |