Files
APAW/agent-evolution/data/evolution.json
Deploy Bot 56a844440f fix(dashboard): deduplicate deepseek-v4-pro column — rename pro-max to pro across all sources
- kilo-meta.json: deepseek-v4-pro-max → deepseek-v4-pro (15 occurrences)
- evolution.json: deepseek-v4-pro-max → deepseek-v4-pro (73 occurrences)
- real-fit.db models table: delete pro-max row, insert pro with correct short_name
- API container restarted; /api/models now returns single deepseek-v4-pro entry
2026-05-28 12:47:51 +01:00

4637 lines
165 KiB
JSON
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
{
"$schema": "./data/evolution.schema.json",
"version": "2.1.0",
"lastUpdated": "2026-05-26T12:21:49.721Z",
"agents": {
"agent-architect": {
"current": {
"description": "Creates, modifies, and reviews new agents, workflows, and skills based on capability gap analysis. Tier 2 meta-agent with self-cascade enabled.",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2.6",
"provider": "Ollama Cloud",
"color": "#8B5CF6",
"category": "meta",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 92,
"instruction_following": 91
}
},
"history": [
{
"date": "2026-04-05T22:30:00Z",
"commit": "auto",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "+22% quality, IF:90 for YAML frontmatter generation",
"source": "research"
},
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6",
"reason": "kimi-k2.6 best fit for agent-architect (86). Multimodal for reviewing UI components.",
"source": "orchestrator-analysis"
},
{
"date": "2026-04-03T20:27:54Z",
"commit": "a0ef7cd02d3579883287ff0ffc23d1e5932c703a",
"type": "model_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "feat: add Agent Architect and KILO_SPEC documentation",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T01:51:28Z",
"commit": "298dde4273944e17d929b3b774c58e4f09e50753",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "openrouter/openai/gpt-oss:120b",
"reason": "feat: add capability-analyst and agent-architect for task coverage analysis",
"source": "git"
},
{
"date": "2026-04-04T01:54:02Z",
"commit": "657407d5efd7eea2fc3bd6aa5853ebc320514e1d",
"type": "model_change",
"from": "openrouter/openai/gpt-oss:120b",
"to": "ollama-cloud/gpt-oss:120b",
"reason": "fix: replace unavailable model references with available ones",
"source": "git"
},
{
"date": "2026-04-04T02:05:17Z",
"commit": "39d5ddf333ff2276580f3bee59b56462f52e9c1d",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/gpt-oss:120b",
"reason": "test: add validation functions and autonomous pipeline system tests",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T12:15:30Z",
"commit": "ebbb4d01b23066f27e451334e43899bd96b5ac90",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: optimize agent models for better performance",
"source": "git"
},
{
"date": "2026-04-05T23:37:23Z",
"commit": "a4e09ad5d5e88ee25688b3a2d1c548e3ada0e549",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: upgrade agent models based on research findings",
"source": "git"
},
{
"date": "2026-04-05T23:42:32Z",
"commit": "6ba325cec5135517241bbbb48acfc54aeadaeac2",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "fix: correct model path format for OpenRouter",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-05-04T22:01:45Z",
"commit": "80dca09ae0a74bd9b1b846e7c91d8b398d80ce9e",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "fix: unquoted color, duplicate key, GLM downgrade + cross-platform validator",
"source": "git"
},
{
"date": "2026-05-08T21:25:38Z",
"commit": "47b027a02fc909a303a659282afb228ac2204c0c",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat(gns2): Gitea-Nervous-System v2.0 - distributed agent state machine",
"source": "git"
},
{
"date": "2026-05-13T09:27:48Z",
"commit": "4c9a95661f6222c84e0a67cec217babfacefdf29",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.6:cloud",
"to": "ollama-cloud/kimi-k2.6",
"reason": "evolution: remove obsolete :cloud suffix from kimi-k2.6 model id across all configs",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"architect-indexer": {
"current": {
"description": "Indexes and maps project codebase architecture into .architect/ directory. Creates and maintains structured documentation of entities, APIs, DB schema, file graphs, and conventions. (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/glm-5.1",
"provider": "Ollama Cloud",
"color": "#10B981",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "architect-indexer could improve from ollama-cloud/glm-5.1 to kimi-k2.6. Score: 81 → 92 (+11). Verified IF scores from artificialanalysis.ai.",
"score_before": 81,
"score_after": 92,
"score_delta": 11,
"applied": false
}
],
"benchmark": {
"fit_score": 81,
"instruction_following": 90
}
},
"history": [
{
"date": "2026-04-22T20:01:38Z",
"commit": "6b71ea2b574dea773ef424291de119eedd9b470e",
"type": "model_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat: add .architect/ project mapping system with architect-indexer agent and Docker containerization",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"backend-developer": {
"current": {
"description": "Backend specialist for Node.js, Express, APIs, and database integration (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/qwen3-coder:480b",
"provider": "Ollama Cloud",
"color": "#10B981",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "backend-developer could improve from ollama-cloud/qwen3-coder:480b to kimi-k2.6. Score: 60 → 92 (+32). Verified IF scores from artificialanalysis.ai.",
"score_before": 60,
"score_after": 92,
"score_delta": 32,
"applied": false
}
],
"benchmark": {
"fit_score": 60,
"instruction_following": 0
}
},
"history": [
{
"date": "2026-04-05T01:19:09Z",
"commit": "23eb60762cec861a8a7ab306b994946d55e77e18",
"type": "model_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: add workflows for CMS, E-commerce, Blog + backend-developer agent + prompt-engineering rules",
"source": "git"
},
{
"date": "2026-04-05T02:39:06Z",
"commit": "8fcd8f8a9b4fc05318af2cd757d0e3a441bf12a4",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: add comprehensive NodeJS development skills and rules",
"source": "git"
},
{
"date": "2026-04-05T05:00:55Z",
"commit": "41eb4c7d4d67a1c395a00f3ff819daa6eb030b9d",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: add database skills for ClickHouse, PostgreSQL, and SQLite",
"source": "git"
},
{
"date": "2026-04-05T12:47:01Z",
"commit": "43747d9875edd6061699b831c51ccbb573ec6a47",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: add Docker/DevOps skills and devops-engineer agent",
"source": "git"
},
{
"date": "2026-04-05T13:02:32Z",
"commit": "0a854a3bc323330daab1a947c9f1d244dbb8a555",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "fix: add missing agent permissions and update orchestrator mappings",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "ollama-cloud/deepseek-v3.2",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/deepseek-v3.2",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"browser-automation": {
"current": {
"description": "Browser automation agent using Playwright MCP for E2E testing, form filling, navigation, and web interaction (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-flash",
"provider": "Ollama Cloud",
"color": "#1E88E5",
"category": "testing",
"capabilities": [],
"recommendations": [
{
"priority": "medium",
"target": "ollama-cloud/kimi-k2.6",
"reason": "browser-automation could improve from ollama-cloud/deepseek-v4-flash to kimi-k2.6. Score: 88 → 92 (+4). Verified IF scores from artificialanalysis.ai.",
"score_before": 88,
"score_after": 92,
"score_delta": 4,
"applied": false
}
],
"benchmark": {
"fit_score": 88,
"instruction_following": 86
}
},
"history": [
{
"date": "2026-05-25T14:08:46.653Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/deepseek-v4-flash",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-04T03:49:56Z",
"commit": "5793b7909b3888ae29d3fafe3f2d04ca0c5ad71f",
"type": "model_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "feat: add web testing system with browser automation (Milestone #44)",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.6:cloud",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-25T15:07:17Z",
"commit": "047a87afb405c647bcb778f3c090d042440839d3",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/deepseek-v4-flash",
"reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"capability-analyst": {
"current": {
"description": "Analyzes task requirements against available agents, workflows, and skills. Identifies gaps and recommends new components. Tier 2 meta-agent with self-cascade enabled.",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-pro",
"provider": "Ollama Cloud",
"color": "#6366F1",
"category": "meta",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 91,
"instruction_following": 89
}
},
"history": [
{
"date": "2026-04-05T22:30:00Z",
"commit": "auto",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "+23% quality, IF:90, FREE via OpenRouter",
"source": "research"
},
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-25T14:08:46.653Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-04T01:51:28Z",
"commit": "298dde4273944e17d929b3b774c58e4f09e50753",
"type": "model_change",
"from": null,
"to": "anthropic/claude-sonnet-4-20250514",
"reason": "feat: add capability-analyst and agent-architect for task coverage analysis",
"source": "git"
},
{
"date": "2026-04-04T01:54:02Z",
"commit": "657407d5efd7eea2fc3bd6aa5853ebc320514e1d",
"type": "model_change",
"from": "anthropic/claude-sonnet-4-20250514",
"to": "ollama-cloud/gpt-oss:120b",
"reason": "fix: replace unavailable model references with available ones",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T12:15:30Z",
"commit": "ebbb4d01b23066f27e451334e43899bd96b5ac90",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: optimize agent models for better performance",
"source": "git"
},
{
"date": "2026-04-05T23:37:23Z",
"commit": "a4e09ad5d5e88ee25688b3a2d1c548e3ada0e549",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: upgrade agent models based on research findings",
"source": "git"
},
{
"date": "2026-04-05T23:42:32Z",
"commit": "6ba325cec5135517241bbbb48acfc54aeadaeac2",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "fix: correct model path format for OpenRouter",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/glm-5.1",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T21:25:38Z",
"commit": "47b027a02fc909a303a659282afb228ac2204c0c",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat(gns2): Gitea-Nervous-System v2.0 - distributed agent state machine",
"source": "git"
},
{
"date": "2026-05-25T15:07:17Z",
"commit": "047a87afb405c647bcb778f3c090d042440839d3",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"code-skeptic": {
"current": {
"description": "Adversarial code reviewer. Finds problems and issues. Does NOT suggest implementations (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/minimax-m2.5",
"provider": "Ollama Cloud",
"color": "#E11D48",
"category": "quality",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "code-skeptic could improve from ollama-cloud/minimax-m2.5 to kimi-k2.6. Score: 74 → 92 (+18). Verified IF scores from artificialanalysis.ai.",
"score_before": 74,
"score_after": 92,
"score_delta": 18,
"applied": false
}
],
"benchmark": {
"fit_score": 74,
"instruction_following": 82
}
},
"history": [
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/gpt-oss-120b",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/gpt-oss-120b",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/gpt-oss-120b",
"to": "ollama-cloud/minimax-m2.5",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"devops-engineer": {
"current": {
"description": "DevOps specialist for Docker, Kubernetes, CI/CD pipeline automation, and infrastructure management (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2.6",
"provider": "Ollama Cloud",
"color": "#FF6B35",
"category": "core",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 92,
"instruction_following": 91
}
},
"history": [
{
"date": "2026-04-05T12:47:01Z",
"commit": "43747d9875edd6061699b831c51ccbb573ec6a47",
"type": "model_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: add Docker/DevOps skills and devops-engineer agent",
"source": "git"
},
{
"date": "2026-04-05T13:02:32Z",
"commit": "0a854a3bc323330daab1a947c9f1d244dbb8a555",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "fix: add missing agent permissions and update orchestrator mappings",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "ollama-cloud/deepseek-v3.2",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:27:48Z",
"commit": "4c9a95661f6222c84e0a67cec217babfacefdf29",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.6:cloud",
"to": "ollama-cloud/kimi-k2.6",
"reason": "evolution: remove obsolete :cloud suffix from kimi-k2.6 model id across all configs",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"evaluator": {
"current": {
"description": "Scores agent effectiveness after task completion for continuous improvement. Tier 2 meta-agent with self-cascade enabled.",
"mode": "subagent",
"model": "ollama-cloud/qwen3.5-122b",
"provider": "Ollama Cloud",
"color": "#047857",
"category": "meta",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "evaluator could improve from ollama-cloud/qwen3.5-122b to kimi-k2.6. Score: 82 → 92 (+10). Verified IF scores from artificialanalysis.ai.",
"score_before": 82,
"score_after": 92,
"score_delta": 10,
"applied": false
}
],
"benchmark": {
"fit_score": 82,
"instruction_following": 92
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Nemotron 3 Super better for evaluation tasks",
"source": "git"
},
{
"date": "2026-04-05T22:30:00Z",
"commit": "auto",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "+4% quality, IF:90 for scoring accuracy, FREE",
"source": "research"
},
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-25T13:37:20.281Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/qwen3.5-122b",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/gpt-o3",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/gpt-o3",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/gpt-o3",
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-05T23:37:23Z",
"commit": "a4e09ad5d5e88ee25688b3a2d1c548e3ada0e549",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: upgrade agent models based on research findings",
"source": "git"
},
{
"date": "2026-04-05T23:42:32Z",
"commit": "6ba325cec5135517241bbbb48acfc54aeadaeac2",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "fix: correct model path format for OpenRouter",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/glm-5.1",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T21:25:38Z",
"commit": "47b027a02fc909a303a659282afb228ac2204c0c",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat(gns2): Gitea-Nervous-System v2.0 - distributed agent state machine",
"source": "git"
},
{
"date": "2026-05-25T14:36:31Z",
"commit": "4a0c78e5c965188fe669db9cecc430904702728c",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/qwen3.5-122b",
"reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"flutter-developer": {
"current": {
"description": "Flutter mobile specialist for cross-platform apps, state management, and UI components (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/qwen3-coder:480b",
"provider": "Ollama Cloud",
"color": "#02569B",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "flutter-developer could improve from ollama-cloud/qwen3-coder:480b to kimi-k2.6. Score: 60 → 92 (+32). Verified IF scores from artificialanalysis.ai.",
"score_before": 60,
"score_after": 92,
"score_delta": 32,
"applied": false
}
],
"benchmark": {
"fit_score": 60,
"instruction_following": 0
}
},
"history": [
{
"date": "2026-04-05T15:00:00Z",
"commit": "af5f401",
"type": "agent_created",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "New agent for Flutter development",
"source": "git"
},
{
"date": "2026-04-05T17:04:13Z",
"commit": "af5f401a533810926da2bf1ec559456d92c1cabd",
"type": "model_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: add Flutter development support with agent, rules and skills",
"source": "git"
},
{
"date": "2026-04-05T17:26:02Z",
"commit": "b899119d218470c28e0988d1d0bcba6ba2b55330",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: add html-to-flutter skill and research report",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"frontend-developer": {
"current": {
"description": "Handles UI implementation with multimodal capabilities. Accepts visual references like screenshots and mockups (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/minimax-m2.5",
"provider": "Ollama Cloud",
"color": "#0EA5E9",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "frontend-developer could improve from ollama-cloud/minimax-m2.5 to kimi-k2.6. Score: 74 → 92 (+18). Verified IF scores from artificialanalysis.ai.",
"score_before": 74,
"score_after": 92,
"score_delta": 18,
"applied": false
}
],
"benchmark": {
"fit_score": 74,
"instruction_following": 82
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "af5f401",
"type": "agent_created",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "Flutter development support added",
"source": "git"
},
{
"date": "2026-04-27T17:00:00Z",
"commit": "model-research-sync",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/minimax-m2.5",
"reason": "Matrix score 92 for frontend on M2.5. SWE-bench 80.2%.",
"source": "research"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/kimi-k2.5",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.5",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T13:02:32Z",
"commit": "0a854a3bc323330daab1a947c9f1d244dbb8a555",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.5",
"reason": "fix: add missing agent permissions and update orchestrator mappings",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.5",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-19T10:04:51Z",
"commit": "7445e66676fa5465cafd20a337c1b8f1ca4d7d96",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: add Next.js, Vue/Nuxt, React, Python (Django/FastAPI) skills and agents",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/kimi-k2.5",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.5",
"to": "ollama-cloud/minimax-m2.5",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
},
{
"date": "2026-05-13T16:54:29Z",
"commit": "f65bbf9420023bda5dc475b5a968fc1556289342",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "feat: add visual quality rules to frontend-developer agent + new screenshot page",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"go-developer": {
"current": {
"description": "Go backend specialist for Gin, Echo, APIs, and database integration (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-pro",
"provider": "Ollama Cloud",
"color": "#00ADD8",
"category": "core",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 91,
"instruction_following": 89
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "ollama-cloud/deepseek-v3.2",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "Qwen3-Coder optimized for Go",
"source": "git"
},
{
"date": "2026-04-27T17:00:00Z",
"commit": "model-research-sync",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "Matrix score 88 for go-dev on V4-Pro. DeepSeek traditionally strong in Go/Rust.",
"source": "research"
},
{
"date": "2026-04-05T03:40:32Z",
"commit": "be4c586c8fb4b32f7a4dd329bd67d234d81054f7",
"type": "model_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: add Go Lang development coverage (Milestone #49)",
"source": "git"
},
{
"date": "2026-04-05T05:00:55Z",
"commit": "41eb4c7d4d67a1c395a00f3ff819daa6eb030b9d",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: add database skills for ClickHouse, PostgreSQL, and SQLite",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "ollama-cloud/deepseek-v3.2",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-05T13:02:32Z",
"commit": "0a854a3bc323330daab1a947c9f1d244dbb8a555",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "fix: add missing agent permissions and update orchestrator mappings",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"history-miner": {
"current": {
"description": "Analyzes git history to find duplicates and past solutions, preventing regression and duplicate work (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/qwen3.5-122b",
"provider": "Ollama Cloud",
"color": "#059669",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "history-miner could improve from ollama-cloud/qwen3.5-122b to kimi-k2.6. Score: 82 92 (+10). Verified IF scores from artificialanalysis.ai.",
"score_before": 82,
"score_after": 92,
"score_delta": 10,
"applied": false
}
],
"benchmark": {
"fit_score": 82,
"instruction_following": 92
}
},
"history": [
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-25T14:08:46.653Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/qwen3.5-122b",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/gemini-3-flash",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/gemini-3-flash",
"to": "ollama-cloud/gpt-oss:20b",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/gpt-oss:20b",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T12:15:30Z",
"commit": "ebbb4d01b23066f27e451334e43899bd96b5ac90",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:20b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: optimize agent models for better performance",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-25T15:07:17Z",
"commit": "047a87afb405c647bcb778f3c090d042440839d3",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/qwen3.5-122b",
"reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"incident-responder": {
"current": {
"description": "Server incident response and system hardening specialist. Handles live forensics, malware removal, persistence hunting, SSH-based server cleanup, and post-incident hardening. Works with any OS and panel.",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2.6",
"provider": "Ollama Cloud",
"color": "#B91C1C",
"category": "core",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 92,
"instruction_following": 91
}
},
"history": [
{
"date": "2026-05-09T13:31:20Z",
"commit": "c031c4b9e5d3973d5e29c7aea13166b282ea49c4",
"type": "model_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat(evolution): add incident-responder agent for server incident response and forensics",
"source": "git"
},
{
"date": "2026-05-13T09:27:48Z",
"commit": "4c9a95661f6222c84e0a67cec217babfacefdf29",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.6:cloud",
"to": "ollama-cloud/kimi-k2.6",
"reason": "evolution: remove obsolete :cloud suffix from kimi-k2.6 model id across all configs",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"lead-developer": {
"current": {
"description": "Primary code writer for backend and core logic. Writes implementation to pass tests (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/qwen3-coder:480b",
"provider": "Ollama Cloud",
"color": "#DC2626",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "lead-developer could improve from ollama-cloud/qwen3-coder:480b to kimi-k2.6. Score: 60 92 (+32). Verified IF scores from artificialanalysis.ai.",
"score_before": 60,
"score_after": 92,
"score_delta": 32,
"applied": false
}
],
"benchmark": {
"fit_score": 60,
"instruction_following": 0
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "Initial configuration",
"source": "git"
},
{
"date": "2026-04-27T16:56:09Z",
"commit": "model-research-sync",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Nemotron 3 Super has better reasoning",
"source": "research"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "Reverted to qwen3-coder: SWE-bench 66.5% is coding-benchmark standard. Matrix score 92 vs nemotron 70.",
"source": "orchestrator-analysis"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/deepseek-v3.2",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-29T21:04:22Z",
"commit": "3badb259cc97c7ab0c5e2ad560859278a17443ed",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: bidirectional research dashboard + agent config fixes",
"source": "git"
},
{
"date": "2026-04-29T23:19:16Z",
"commit": "9e48a4960e5bc80c150822972d99adb9ecd7bb0d",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "fix: restore optimal v3 models + add fitness gate protection",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"markdown-validator": {
"current": {
"description": "Validates and corrects Markdown descriptions for Gitea issues (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/nemotron-3-nano",
"provider": "Ollama Cloud",
"color": "#F97316",
"category": "meta",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "markdown-validator could improve from ollama-cloud/nemotron-3-nano to kimi-k2.6. Score: 62 92 (+30). Verified IF scores from artificialanalysis.ai.",
"score_before": 62,
"score_after": 92,
"score_delta": 30,
"applied": false
}
],
"benchmark": {
"fit_score": 62,
"instruction_following": 68
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/nemotron-3-nano:30b",
"reason": "Nano efficient for lightweight validation tasks",
"source": "git"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-nano:30b",
"to": "ollama-cloud/nemotron-3-nano",
"reason": "Unified naming. Nano IF=68, tiny and cheap, perfect for validation.",
"source": "orchestrator-analysis"
},
{
"date": "2026-05-23T23:35:02.185Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-nano",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-25T14:08:46.653Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/deepseek-v4-pro",
"to": "ollama-cloud/nemotron-3-nano",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-04T01:42:12Z",
"commit": "e58a5b6380d8e923ea4264783fb03fd4e8351a9f",
"type": "model_change",
"from": null,
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: add markdown-validator agent and scoped-labels skill",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "ollama-cloud/nemotron-3-nano:30b",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-nano:30b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-nano:30b",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-25T15:07:17Z",
"commit": "047a87afb405c647bcb778f3c090d042440839d3",
"type": "model_change",
"from": "ollama-cloud/deepseek-v4-pro",
"to": "ollama-cloud/nemotron-3-nano",
"reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"memory-manager": {
"current": {
"description": "Manages agent memory systems - short-term (context), long-term (vector store), and episodic (experiences) (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-pro",
"provider": "Ollama Cloud",
"color": "#8B5CF6",
"category": "cognitive",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 91,
"instruction_following": 89
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "RULER@1M critical for memory ctx",
"source": "git"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "MIGRATION: qwen3.6-plus was OpenRouter. deepseek-v4-pro has 1M context (same as nemotron), matrix 86, SWE-V 80.6.",
"source": "orchestrator-analysis"
},
{
"date": "2026-05-23T23:35:02.184Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/deepseek-v4-pro",
"to": "ollama-cloud/qwen3.6-plus",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-25T13:37:20.281Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/qwen3.6-plus",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-05T02:01:05Z",
"commit": "774dc9ac4052a1830ec238837fbf7a2c7d6b2518",
"type": "model_change",
"from": null,
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: add cognitive enhancement agents based on research",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/qwen3.6-plus",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3.6-plus",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-25T14:36:31Z",
"commit": "4a0c78e5c965188fe669db9cecc430904702728c",
"type": "model_change",
"from": "ollama-cloud/qwen3.6-plus",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"orchestrator": {
"current": {
"description": "Main dispatcher. Routes tasks between agents based on Issue status and manages the workflow state machine. IF:90 for optimal routing accuracy. (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2.6",
"provider": "Ollama Cloud",
"color": "#7C3AED",
"category": "meta",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 92,
"instruction_following": 91
}
},
"history": [
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-27T20:28:58Z",
"commit": "model-research-sync",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6",
"reason": "kimi-k2.6 best fit for orchestration (92). 300 sub-agent swarm.",
"source": "research"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T00:50:08Z",
"commit": "259f4079c20b8e824fad0d5bce79cf7be0dd17ee",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "docs: add CapabilityAnalyst and MarkdownValidator to spec and orchestrator table",
"source": "git"
},
{
"date": "2026-04-05T01:36:39Z",
"commit": "39eeb2f35fe2b1fb81c82e13d65b0a9f5278c5ae",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "feat: add workflow executor, quality controller, and workflow architect for closed-loop execution",
"source": "git"
},
{
"date": "2026-04-05T02:05:37Z",
"commit": "420c10fb12465c8262cfe0da24fc8a2c07b48dc9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "feat: integrate cognitive enhancement agents into capability index and orchestrator",
"source": "git"
},
{
"date": "2026-04-05T13:02:32Z",
"commit": "0a854a3bc323330daab1a947c9f1d244dbb8a555",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "fix: add missing agent permissions and update orchestrator mappings",
"source": "git"
},
{
"date": "2026-04-06T22:55:12Z",
"commit": "b9abd91d075308d15ff800986290aeacf3b5fa25",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: orchestrator evolution full access + model upgrades + self-evolution protocol",
"source": "git"
},
{
"date": "2026-04-07T08:55:24Z",
"commit": "e074612046cf99e28f007ca02d62c23b6d51fc02",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5",
"reason": "feat: add web testing infrastructure",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-18T23:43:04Z",
"commit": "b46a1a20a8ea028eaf4365bd785c2d9a6847119a",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat: add PHP development stack, atomic tasks, modular code rules, agent monitoring, fix target project detection",
"source": "git"
},
{
"date": "2026-04-19T10:04:51Z",
"commit": "7445e66676fa5465cafd20a337c1b8f1ca4d7d96",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat: add Next.js, Vue/Nuxt, React, Python (Django/FastAPI) skills and agents",
"source": "git"
},
{
"date": "2026-04-22T20:01:38Z",
"commit": "6b71ea2b574dea773ef424291de119eedd9b470e",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat: add .architect/ project mapping system with architect-indexer agent and Docker containerization",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-05-08T18:54:08Z",
"commit": "f01e2064fb020de66cd800217203df525be927ed",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat(evolution): Kilo Code release sync & APAW system hardening (v2026-05-07)",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-09T13:31:20Z",
"commit": "c031c4b9e5d3973d5e29c7aea13166b282ea49c4",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat(evolution): add incident-responder agent for server incident response and forensics",
"source": "git"
},
{
"date": "2026-05-13T09:27:48Z",
"commit": "4c9a95661f6222c84e0a67cec217babfacefdf29",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.6:cloud",
"to": "ollama-cloud/kimi-k2.6",
"reason": "evolution: remove obsolete :cloud suffix from kimi-k2.6 model id across all configs",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
},
{
"date": "2026-05-16T13:10:06Z",
"commit": "4e9ea678bd89cb7c518ce46d6fbeb28fa0aa65f9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6",
"reason": "feat(orchestrator): evolution capability-first routing, parallelization, zero-work policy",
"source": "git"
},
{
"date": "2026-05-18T15:54:15Z",
"commit": "46d67528900e7d1543641417710eb440929bc4db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6",
"reason": "feat(context-window): evolution Gitea-centric checkpoint pruning + agent context hygiene",
"source": "git"
},
{
"date": "2026-05-18T16:13:33Z",
"commit": "ded8e3022d9f9b8f6d7dbbd3bad675d3e0ad2e22",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6",
"reason": "feat(parallel-coordination): evolution Gitea comment-based task claiming for parallel agent execution",
"source": "git"
},
{
"date": "2026-05-24T00:11:25Z",
"commit": "e6e8e9cb2adc24595b18f0f6b0bafc29369201cc",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6",
"reason": "feat(workflow-cross-checker): add pre-flight inter-agent validation agent with gate protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"performance-engineer": {
"current": {
"description": "Reviews code for performance issues. Focuses on efficiency, N+1 queries, memory leaks, and algorithmic complexity (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-pro",
"provider": "Ollama Cloud",
"color": "#0D9488",
"category": "quality",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 91,
"instruction_following": 89
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Better reasoning for performance analysis",
"source": "git"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "Matrix=84 for perf-engineer on V4-Pro. GPQA 90.1 for reasoning.",
"source": "orchestrator-analysis"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"php-developer": {
"current": {
"description": "PHP backend specialist for Laravel, Symfony, WordPress, and full-stack web applications (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/qwen3-coder:480b",
"provider": "Ollama Cloud",
"color": "#8B5CF6",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "php-developer could improve from ollama-cloud/qwen3-coder:480b to kimi-k2.6. Score: 60 92 (+32). Verified IF scores from artificialanalysis.ai.",
"score_before": 60,
"score_after": 92,
"score_delta": 32,
"applied": false
}
],
"benchmark": {
"fit_score": 60,
"instruction_following": 0
}
},
"history": [
{
"date": "2026-04-18T23:43:04Z",
"commit": "b46a1a20a8ea028eaf4365bd785c2d9a6847119a",
"type": "model_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: add PHP development stack, atomic tasks, modular code rules, agent monitoring, fix target project detection",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"pipeline-judge": {
"current": {
"description": "Automated pipeline judge. Evaluates workflow execution by running tests, measuring token cost and wall-clock time. Produces objective fitness scores. Never writes code - only measures and scores. (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2.6",
"provider": "Ollama Cloud",
"color": "#DC2626",
"category": "meta",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 92,
"instruction_following": 91
}
},
"history": [
{
"date": "2026-04-06T00:23:50+0100Z",
"commit": "fa68141d",
"type": "agent_created",
"from": null,
"to": "",
"reason": "feat: add pipeline-judge agent and evolution workflow system",
"source": "git"
},
{
"date": "2026-05-25T13:37:20.281Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-06T00:23:50Z",
"commit": "fa68141d476a6356a2fb0618a124d49c9a8d2c65",
"type": "model_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: add pipeline-judge agent and evolution workflow system",
"source": "git"
},
{
"date": "2026-04-06T00:48:21Z",
"commit": "170324765147282e20fd17236378afba6f0db5c9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: add Docker-based evolution testing with precise measurements",
"source": "git"
},
{
"date": "2026-04-06T01:35:29Z",
"commit": "ae471dcd6b6d266bd485279b28c33740470589e7",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "docs: remove Docker references from pipeline-judge",
"source": "git"
},
{
"date": "2026-04-06T22:55:12Z",
"commit": "b9abd91d075308d15ff800986290aeacf3b5fa25",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: orchestrator evolution full access + model upgrades + self-evolution protocol",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-25T14:36:31Z",
"commit": "4a0c78e5c965188fe669db9cecc430904702728c",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6",
"reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"planner": {
"current": {
"description": "Advanced task planner using Chain of Thought, Tree of Thoughts, and Plan-Execute-Reflect (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-pro",
"provider": "Ollama Cloud",
"color": "#F59E0B",
"category": "cognitive",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 91,
"instruction_following": 89
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Nemotron 3 Super excels at planning",
"source": "git"
},
{
"date": "2026-04-27T17:00:00Z",
"commit": "model-research-sync",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "Matrix score 88 for planner on V4-Pro. GPQA 90.1.",
"source": "research"
},
{
"date": "2026-04-05T02:01:05Z",
"commit": "774dc9ac4052a1830ec238837fbf7a2c7d6b2518",
"type": "model_change",
"from": null,
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: add cognitive enhancement agents based on research",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"product-owner": {
"current": {
"description": "Manages issue checklists, status labels, tracks progress and coordinates with human users (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/glm-5.1",
"provider": "Ollama Cloud",
"color": "#EA580C",
"category": "meta",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "product-owner could improve from ollama-cloud/glm-5.1 to kimi-k2.6. Score: 81 92 (+11). Verified IF scores from artificialanalysis.ai.",
"score_before": 81,
"score_after": 92,
"score_delta": 11,
"applied": false
}
],
"benchmark": {
"fit_score": 81,
"instruction_following": 90
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5",
"reason": "GLM-5 good for management tasks",
"source": "git"
},
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/qwen3.5-122b",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/qwen3.5-122b",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-05T23:47:14Z",
"commit": "1ab9939c92a6201884d8919aeba360dac8b09213",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "fix: correct OpenRouter model paths across all files",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"prompt-optimizer": {
"current": {
"description": "Improves agent system prompts based on performance failures. Meta-learner for prompt optimization (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/qwen3.5-122b",
"provider": "Ollama Cloud",
"color": "#BE185D",
"category": "meta",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "prompt-optimizer could improve from ollama-cloud/qwen3.5-122b to kimi-k2.6. Score: 82 92 (+10). Verified IF scores from artificialanalysis.ai.",
"score_before": 82,
"score_after": 92,
"score_delta": 10,
"applied": false
}
],
"benchmark": {
"fit_score": 82,
"instruction_following": 92
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Research recommendation applied",
"source": "git"
},
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/qwen3.5",
"reason": "MIGRATION: qwen3.6-plus was OpenRouter (not Ollama Cloud). qwen3.5 has IF=92, updated 2 days ago, 12.4M pulls.",
"source": "orchestrator-analysis"
},
{
"date": "2026-05-23T23:35:02.184Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/qwen3.5",
"to": "ollama-cloud/qwen3.6-plus",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-25T13:37:20.281Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/qwen3.6-plus",
"to": "ollama-cloud/qwen3.5-122b",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/claude-4.5",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/claude-4.5",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-05T12:15:30Z",
"commit": "ebbb4d01b23066f27e451334e43899bd96b5ac90",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: optimize agent models for better performance",
"source": "git"
},
{
"date": "2026-04-05T23:47:14Z",
"commit": "1ab9939c92a6201884d8919aeba360dac8b09213",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "fix: correct OpenRouter model paths across all files",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/qwen3.6-plus",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3.6-plus",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-25T14:36:31Z",
"commit": "4a0c78e5c965188fe669db9cecc430904702728c",
"type": "model_change",
"from": "ollama-cloud/qwen3.6-plus",
"to": "ollama-cloud/qwen3.5-122b",
"reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"python-developer": {
"current": {
"description": "Python backend specialist for Django, FastAPI, data science, and API development (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/qwen3-coder:480b",
"provider": "Ollama Cloud",
"color": "#3776AB",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "python-developer could improve from ollama-cloud/qwen3-coder:480b to kimi-k2.6. Score: 60 92 (+32). Verified IF scores from artificialanalysis.ai.",
"score_before": 60,
"score_after": 92,
"score_delta": 32,
"applied": false
}
],
"benchmark": {
"fit_score": 60,
"instruction_following": 0
}
},
"history": [
{
"date": "2026-04-19T10:04:51Z",
"commit": "7445e66676fa5465cafd20a337c1b8f1ca4d7d96",
"type": "model_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: add Next.js, Vue/Nuxt, React, Python (Django/FastAPI) skills and agents",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"reflector": {
"current": {
"description": "Self-reflection agent using Reflexion pattern - learns from mistakes (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-pro",
"provider": "Ollama Cloud",
"color": "#10B981",
"category": "cognitive",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 91,
"instruction_following": 89
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Better for reflection tasks",
"source": "git"
},
{
"date": "2026-04-27T17:00:00Z",
"commit": "model-research-sync",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "Matrix score 84. Strong reasoning chains.",
"source": "research"
},
{
"date": "2026-04-05T02:01:05Z",
"commit": "774dc9ac4052a1830ec238837fbf7a2c7d6b2518",
"type": "model_change",
"from": null,
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: add cognitive enhancement agents based on research",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"release-manager": {
"current": {
"description": "Manages git operations, semantic versioning, branching, and deployments. Ensures clean history (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2.6",
"provider": "Ollama Cloud",
"color": "#581C87",
"category": "meta",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 92,
"instruction_following": 91
}
},
"history": [
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/devstral-2:123b",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-25T14:08:46.653Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/devstral-2-123b",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/devstral-2-123b",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/devstral-2-123b",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder:480b",
"to": "ollama-cloud/devstral-2:123b",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-04T03:37:45Z",
"commit": "d9fd744a462f62fc91112de2bbf289a78dce8b22",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/devstral-2:123b",
"reason": "feat: add task analysis workflow and update issue management",
"source": "git"
},
{
"date": "2026-04-06T22:55:12Z",
"commit": "b9abd91d075308d15ff800986290aeacf3b5fa25",
"type": "model_change",
"from": "ollama-cloud/devstral-2:123b",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: orchestrator evolution full access + model upgrades + self-evolution protocol",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/devstral-2:123b",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/devstral-2:123b",
"to": "ollama-cloud/glm-5.1",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-25T15:07:17Z",
"commit": "047a87afb405c647bcb778f3c090d042440839d3",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6",
"reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"requirement-refiner": {
"current": {
"description": "Converts vague ideas and bug reports into strict User Stories with acceptance criteria checklists (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2-thinking",
"provider": "Ollama Cloud",
"color": "#4F46E5",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "requirement-refiner could improve from ollama-cloud/kimi-k2-thinking to kimi-k2.6. Score: 60 92 (+32). Verified IF scores from artificialanalysis.ai.",
"score_before": 60,
"score_after": 92,
"score_delta": 32,
"applied": false
}
],
"benchmark": {
"fit_score": 60,
"instruction_following": 0
}
},
"history": [
{
"date": "2026-04-05T22:30:00Z",
"commit": "auto",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/glm-5",
"reason": "+33% quality. GLM-5 excels at requirement analysis",
"source": "research"
},
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2.6",
"reason": "kimi-k2.6 IF=91 highest, multimodal for mockup understanding. Matrix ~88-90 for req-refiner.",
"source": "orchestrator-analysis"
},
{
"date": "2026-05-23T23:35:02.184Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.6",
"to": "ollama-cloud/kimi-k2-thinking",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/kimi-k2-thinking",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2-thinking",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-04T03:37:45Z",
"commit": "d9fd744a462f62fc91112de2bbf289a78dce8b22",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2-thinking",
"reason": "feat: add task analysis workflow and update issue management",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "ollama-cloud/kimi-k2-thinking",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-05T23:37:23Z",
"commit": "a4e09ad5d5e88ee25688b3a2d1c548e3ada0e549",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/glm-5",
"reason": "feat: upgrade agent models based on research findings",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/kimi-k2-thinking",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2-thinking",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"sdet-engineer": {
"current": {
"description": "Writes tests following TDD methodology. Tests MUST fail initially (Red phase) (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/qwen3-coder:480b",
"provider": "Ollama Cloud",
"color": "#8B5CF6",
"category": "core",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "sdet-engineer could improve from ollama-cloud/qwen3-coder:480b to kimi-k2.6. Score: 60 92 (+32). Verified IF scores from artificialanalysis.ai.",
"score_before": 60,
"score_after": 92,
"score_delta": 32,
"applied": false
}
],
"benchmark": {
"fit_score": 60,
"instruction_following": 0
}
},
"history": [
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/qwen3-coder-next",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder-next",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/qwen3-coder-next",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"security-auditor": {
"current": {
"description": "Scans for security vulnerabilities, OWASP Top 10, dependency CVEs, and hardcoded secrets (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-pro",
"provider": "Ollama Cloud",
"color": "#DC2626",
"category": "quality",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 91,
"instruction_following": 89
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "ollama-cloud/deepseek-v3.2",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Nemotron 3 Super optimized for security analysis",
"source": "git"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "V4-Pro Max matrix=80 vs nemotron=76. SWE-V 80.6, 1M context.",
"source": "orchestrator-analysis"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/glm-4.7",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-4.7",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/glm-4.7",
"to": "ollama-cloud/kimi-k2.5",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T02:40:35Z",
"commit": "72372f1ca009c276e4a25d3c7e3b1efdf7bae95f",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.5",
"to": "ollama-cloud/deepseek-v3.2",
"reason": "fix: use available model for security-auditor (deepseek-v3.2)",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v3.2",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T05:21:02Z",
"commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
"type": "model_change",
"from": "ollama-cloud/deepseek-v3.2",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: update agent models based on recommendations",
"source": "git"
},
{
"date": "2026-04-05T12:47:01Z",
"commit": "43747d9875edd6061699b831c51ccbb573ec6a47",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: add Docker/DevOps skills and devops-engineer agent",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-29T21:04:22Z",
"commit": "3badb259cc97c7ab0c5e2ad560859278a17443ed",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: bidirectional research dashboard + agent config fixes",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"system-analyst": {
"current": {
"description": "Designs technical specifications, data schemas, and API contracts before implementation (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/deepseek-v4-pro",
"provider": "Ollama Cloud",
"color": "#0891B2",
"category": "core",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 91,
"instruction_following": 89
}
},
"history": [
{
"date": "2026-04-05T05:21:00Z",
"commit": "caf77f53c8",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/glm-5",
"reason": "GLM-5 better for system engineering",
"source": "git"
},
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-27T16:59:52Z",
"commit": "model-research-sync",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/nemotron-3-super",
"reason": "Test recommendation for model research sync script",
"source": "research"
},
{
"date": "2026-05-24T01:00:00Z",
"commit": "ollama-cloud-consolidation",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/glm-5.1",
"reason": "Reverted: GLM-5.1 Arena ELO 1451, instruction following ~90. Standardization with 12 other agents.",
"source": "orchestrator-analysis"
},
{
"date": "2026-05-25T13:37:20.281Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/gpt-oss-120b",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/gpt-oss-120b",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-05T12:15:30Z",
"commit": "ebbb4d01b23066f27e451334e43899bd96b5ac90",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: optimize agent models for better performance",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-29T21:04:22Z",
"commit": "3badb259cc97c7ab0c5e2ad560859278a17443ed",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/nemotron-3-super",
"reason": "feat: bidirectional research dashboard + agent config fixes",
"source": "git"
},
{
"date": "2026-04-29T23:19:16Z",
"commit": "9e48a4960e5bc80c150822972d99adb9ecd7bb0d",
"type": "model_change",
"from": "ollama-cloud/nemotron-3-super",
"to": "ollama-cloud/glm-5.1",
"reason": "fix: restore optimal v3 models + add fitness gate protection",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
},
{
"date": "2026-05-25T14:36:31Z",
"commit": "4a0c78e5c965188fe669db9cecc430904702728c",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/deepseek-v4-pro",
"reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"the-fixer": {
"current": {
"description": "Iteratively fixes bugs based on specific error reports and test failures (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2.6",
"provider": "Ollama Cloud",
"color": "#F59E0B",
"category": "quality",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 92,
"instruction_following": 91
}
},
"history": [
{
"date": "2026-04-03T20:10:17Z",
"commit": "47219c42046c482be46664a84c99fd5123b14062",
"type": "model_change",
"from": null,
"to": "ollama-cloud/minimax-m2.7",
"reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
"source": "git"
},
{
"date": "2026-04-03T20:50:40Z",
"commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.7",
"reason": "fix: correct agent mode configuration and add Task tool invocation sections",
"source": "git"
},
{
"date": "2026-04-04T00:50:22Z",
"commit": "4a69c5323b6686b67a90184ac99b6994fad6748d",
"type": "model_change",
"from": "ollama-cloud/minimax-m2.7",
"to": "ollama-cloud/minimax-m2.5",
"reason": "feat: update agent models to current configuration",
"source": "git"
},
{
"date": "2026-04-04T03:18:28Z",
"commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "feat: add mandatory Gitea commenting to all agents",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/minimax-m2.5",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/minimax-m2.5",
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6:cloud",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-13T09:27:48Z",
"commit": "4c9a95661f6222c84e0a67cec217babfacefdf29",
"type": "model_change",
"from": "ollama-cloud/kimi-k2.6:cloud",
"to": "ollama-cloud/kimi-k2.6",
"reason": "evolution: remove obsolete :cloud suffix from kimi-k2.6 model id across all configs",
"source": "git"
},
{
"date": "2026-05-13T09:37:40Z",
"commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6",
"reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"visual-tester": {
"current": {
"description": "Visual regression testing agent that compares screenshots and detects UI differences using pixelmatch and image diff (GNS-2 Tier 0)",
"mode": "subagent",
"model": "ollama-cloud/qwen3-coder:480b",
"provider": "Ollama Cloud",
"color": "#E91E63",
"category": "quality",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "visual-tester could improve from ollama-cloud/qwen3-coder:480b to kimi-k2.6. Score: 60 92 (+32). Verified IF scores from artificialanalysis.ai.",
"score_before": 60,
"score_after": 92,
"score_delta": 32,
"applied": false
}
],
"benchmark": {
"fit_score": 60,
"instruction_following": 0
}
},
"history": [
{
"date": "2026-04-04T03:49:56Z",
"commit": "5793b7909b3888ae29d3fafe3f2d04ca0c5ad71f",
"type": "model_change",
"from": null,
"to": "ollama-cloud/glm-5",
"reason": "feat: add web testing system with browser automation (Milestone #44)",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-16T22:48:46Z",
"commit": "3a8aa6b416fbbda12e26d7c94a1b917e1478cfc9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "docs: update visual testing agent docs, remove test artifacts from git, add pipeline documentation",
"source": "git"
},
{
"date": "2026-04-17T09:27:27Z",
"commit": "c258d16ef5019015bc7c4de4d275e3b1750e1a46",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat: add Gitea integration, E2E booking flow, Docker DNS fix, browser-launcher module",
"source": "git"
},
{
"date": "2026-04-17T20:21:29Z",
"commit": "2573d81cff8dbe60483a0b10bba39f41e27983e5",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor: remove CBS-specific e2e-booking flow belongs to CBS project, not APAW starter",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/qwen3-coder:480b",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"workflow-architect": {
"current": {
"description": "Creates and maintains workflow definitions with complete architecture, Gitea integration, and quality gates (GNS-2 Tier 1)",
"mode": "subagent",
"model": "ollama-cloud/qwen3.5-122b",
"provider": "Ollama Cloud",
"color": "#EC4899",
"category": "meta",
"capabilities": [],
"recommendations": [
{
"priority": "critical",
"target": "ollama-cloud/kimi-k2.6",
"reason": "workflow-architect could improve from ollama-cloud/qwen3.5-122b to kimi-k2.6. Score: 82 92 (+10). Verified IF scores from artificialanalysis.ai.",
"score_before": 82,
"score_after": 92,
"score_delta": 10,
"applied": false
}
],
"benchmark": {
"fit_score": 82,
"instruction_following": 92
}
},
"history": [
{
"date": "2026-04-23T06:24:32Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5",
"to": "ollama-cloud/glm-5.1",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-05-25T13:37:20.281Z",
"commit": "sync",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/qwen3.5-122b",
"reason": "Model update from sync",
"source": "git"
},
{
"date": "2026-04-05T01:36:39Z",
"commit": "39eeb2f35fe2b1fb81c82e13d65b0a9f5278c5ae",
"type": "model_change",
"from": null,
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: add workflow executor, quality controller, and workflow architect for closed-loop execution",
"source": "git"
},
{
"date": "2026-04-05T20:28:47Z",
"commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "qwen/qwen3.6-plus:free",
"reason": "feat: update agent models based on research recommendations",
"source": "git"
},
{
"date": "2026-04-05T23:47:14Z",
"commit": "1ab9939c92a6201884d8919aeba360dac8b09213",
"type": "model_change",
"from": "qwen/qwen3.6-plus:free",
"to": "openrouter/qwen/qwen3.6-plus:free",
"reason": "fix: correct OpenRouter model paths across all files",
"source": "git"
},
{
"date": "2026-04-12T22:38:41Z",
"commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
"type": "model_change",
"from": "openrouter/qwen/qwen3.6-plus:free",
"to": "ollama-cloud/glm-5.1",
"reason": "refactor: full agent system revision migrate to GLM-5.1, fix delegation chains, audit consistency",
"source": "git"
},
{
"date": "2026-04-18T13:49:24Z",
"commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
"source": "git"
},
{
"date": "2026-04-27T12:09:36Z",
"commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/gpt-oss:120b",
"reason": "feat: evolutionary agent model upgrades based on recommendation matrix",
"source": "git"
},
{
"date": "2026-04-30T08:42:10Z",
"commit": "fb552e00201dae79647e709843781ea34d01630c",
"type": "model_change",
"from": "ollama-cloud/gpt-oss:120b",
"to": "ollama-cloud/glm-5.1",
"reason": "feat: v3 optimal model assignments + fitness gate",
"source": "git"
},
{
"date": "2026-05-04T22:01:45Z",
"commit": "80dca09ae0a74bd9b1b846e7c91d8b398d80ce9e",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "fix: unquoted color, duplicate key, GLM downgrade + cross-platform validator",
"source": "git"
},
{
"date": "2026-05-08T22:03:08Z",
"commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
"type": "prompt_change",
"from": null,
"to": "ollama-cloud/glm-5.1",
"reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
"source": "git"
},
{
"date": "2026-05-25T14:36:31Z",
"commit": "4a0c78e5c965188fe669db9cecc430904702728c",
"type": "model_change",
"from": "ollama-cloud/glm-5.1",
"to": "ollama-cloud/qwen3.5-122b",
"reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
},
"workflow-cross-checker": {
"current": {
"description": "Workflow cross-checker and process inspector. Analyzes inter-agent interaction logic, prevents conflicting tasks between agents, validates conformance to project architecture, tracks current state, and asks uncomfortable but important questions before expensive work begins.",
"mode": "subagent",
"model": "ollama-cloud/kimi-k2.6",
"provider": "Ollama Cloud",
"color": "#9333EA",
"category": "meta",
"capabilities": [],
"recommendations": [],
"benchmark": {
"fit_score": 92,
"instruction_following": 91
}
},
"history": [
{
"date": "2026-05-24T00:11:25Z",
"commit": "e6e8e9cb2adc24595b18f0f6b0bafc29369201cc",
"type": "model_change",
"from": null,
"to": "ollama-cloud/kimi-k2.6",
"reason": "feat(workflow-cross-checker): add pre-flight inter-agent validation agent with gate protocol",
"source": "git"
}
],
"heatmap_scores": {
"deepseek-v4-pro": 91,
"deepseek-v4-flash": 88,
"kimi-k2.6": 92,
"kimi-k2.5": 85,
"qwen3-coder-480b": 90,
"qwen3.5-122b": 82,
"gemma4-27b": 76,
"minimax-m2.5": 74,
"minimax-m2.7": 72,
"glm-5.1": 81,
"glm-5": 81,
"nemotron-3-super": 81,
"nemotron-3-nano": 62,
"devstral-2": 72,
"devstral-small-2": 68
},
"performance_log": []
}
},
"model_benchmarks": {
"deepseek-v4-pro": {
"if_score": 89,
"context_window": 1000,
"organization": "DeepSeek",
"parameters": "1.6T/49B active MoE"
},
"deepseek-v4-flash": {
"if_score": 86,
"context_window": 1000,
"organization": "DeepSeek",
"parameters": "284B/13B active MoE"
},
"kimi-k2.6": {
"if_score": 91,
"context_window": 1000,
"organization": "Moonshot AI",
"parameters": "1T/32B active MoE"
},
"kimi-k2.5": {
"if_score": 90,
"context_window": 256,
"organization": "Moonshot AI",
"parameters": "1T/32B active MoE"
},
"qwen3-coder-480b": {
"if_score": 88,
"context_window": 1000,
"organization": "Qwen",
"parameters": "480B/35B active"
},
"qwen3.5-122b": {
"if_score": 92,
"context_window": 128,
"organization": "Qwen",
"parameters": "122B/10B active"
},
"gemma4-27b": {
"if_score": 85,
"context_window": 128,
"organization": "Google",
"parameters": "27B"
},
"minimax-m2.5": {
"if_score": 82,
"context_window": 128,
"organization": "MiniMax",
"parameters": "MoE undisclosed"
},
"minimax-m2.7": {
"if_score": 80,
"context_window": 128,
"organization": "MiniMax",
"parameters": "~10B active"
},
"glm-5.1": {
"if_score": 90,
"context_window": 128,
"organization": "Z.ai",
"parameters": "744B/40B active"
},
"glm-5": {
"if_score": 90,
"context_window": 128,
"organization": "Z.ai",
"parameters": "744B/40B active"
},
"nemotron-3-super": {
"if_score": 78,
"context_window": 1000,
"organization": "NVIDIA",
"parameters": "120B/12B active"
},
"nemotron-3-nano": {
"if_score": 68,
"context_window": 128,
"organization": "NVIDIA",
"parameters": "30B/4B"
},
"devstral-2": {
"if_score": 80,
"context_window": 128,
"organization": "Mistral / Devstral",
"parameters": "123B"
},
"devstral-small-2": {
"if_score": 75,
"context_window": 128,
"organization": "Mistral / Devstral",
"parameters": "24B"
}
},
"evolution_metrics": {
"total_agents": 34,
"agents_with_history": 34,
"pending_recommendations": 18,
"last_sync": "2026-05-26T12:21:49.722Z",
"sync_sources": [
".kilo/agents/*.md",
"kilo-meta.json",
"model-benchmarks-verified.json"
]
}
}