diff --git a/agent-evolution/data/agent-versions.json b/agent-evolution/data/agent-versions.json
index b69d09b..f645378 100644
--- a/agent-evolution/data/agent-versions.json
+++ b/agent-evolution/data/agent-versions.json
@@ -1,12 +1,12 @@
 {
   "version": "1.0.0",
-  "lastUpdated": "2026-05-25T19:17:16.039501Z",
+  "lastUpdated": "2026-05-27T12:47:21.972Z",
   "agents": {
     "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "variant": "thinking",
         "color": "\"#DC2626\"",
@@ -47,7 +47,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/deepseek-v3.2",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -121,6 +121,15 @@
           "to": "ollama-cloud/qwen3-coder:480b",
           "reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -129,7 +138,7 @@
       "current": {
         "description": "Handles UI implementation with multimodal capabilities. Accepts visual references like screenshots and mockups (GNS-2 Tier 1)",
         "mode": "all",
-        "model": "ollama-cloud/minimax-m2.5",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#0EA5E9\"",
         "category": "General",
@@ -160,7 +169,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/kimi-k2.5",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -252,6 +261,15 @@
           "to": "ollama-cloud/minimax-m2.5",
           "reason": "feat: add visual quality rules to frontend-developer agent + new screenshot page",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/minimax-m2.5",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -260,7 +278,7 @@
       "current": {
         "description": "Backend specialist for Node.js, Express, APIs, and database integration (GNS-2 Tier 1)",
         "mode": "subagent",
-        "model": "ollama-cloud/qwen3-coder:480b",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#10B981\"",
         "category": "General",
@@ -365,6 +383,15 @@
           "to": "ollama-cloud/qwen3-coder:480b",
           "reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -477,7 +504,7 @@
       "current": {
         "description": "Writes tests following TDD methodology. Tests MUST fail initially (Red phase) (GNS-2 Tier 1)",
         "mode": "all",
-        "model": "ollama-cloud/qwen3-coder:480b",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "variant": "thinking",
         "color": "\"#8B5CF6\"",
@@ -491,7 +518,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/qwen3-coder-next",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -547,6 +574,15 @@
           "to": "ollama-cloud/qwen3-coder:480b",
           "reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -555,7 +591,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#E11D48\"",
         "category": "General",
@@ -568,7 +604,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/gpt-oss-120b",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -604,7 +640,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/minimax-m2.5",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -633,6 +669,15 @@
           "to": "ollama-cloud/minimax-m2.5",
           "reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/minimax-m2.5",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -672,7 +717,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/glm-4.7",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -803,7 +848,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/nemotron-3-super",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -858,7 +903,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#1E88E5\"",
         "category": "General",
@@ -898,7 +943,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/qwen3-coder:480b",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -945,6 +990,15 @@
           "to": "ollama-cloud/deepseek-v4-flash",
           "reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/deepseek-v4-flash",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -953,7 +1007,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#E91E63\"",
         "category": "General",
@@ -1002,7 +1056,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/qwen3-coder:480b",
-          "reason": "refactor: remove CBS-specific e2e-booking flow \u2014 belongs to CBS project, not APAW starter",
+          "reason": "refactor: remove CBS-specific e2e-booking flow — belongs to CBS project, not APAW starter",
           "source": "git"
         },
         {
@@ -1022,6 +1076,15 @@
           "to": "ollama-cloud/qwen3-coder:480b",
           "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -1030,7 +1093,7 @@
       "current": {
         "description": "Designs technical specifications, data schemas, and API contracts before implementation (GNS-2 Tier 1)",
         "mode": "subagent",
-        "model": "ollama-cloud/deepseek-v4-pro-max",
+        "model": "ollama-cloud/glm-5.1",
         "provider": "Ollama",
         "color": "\"#0891B2\"",
         "category": "General",
@@ -1088,7 +1151,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/gpt-oss-120b",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -1133,7 +1196,7 @@
           "type": "model_change",
           "from": "ollama-cloud/glm-5",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -1189,6 +1252,15 @@
           "to": "ollama-cloud/deepseek-v4-pro-max",
           "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/deepseek-v4-pro-max",
+          "to": "ollama-cloud/glm-5.1",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -1197,7 +1269,7 @@
       "current": {
         "description": "Converts vague ideas and bug reports into strict User Stories with acceptance criteria checklists (GNS-2 Tier 1)",
         "mode": "all",
-        "model": "ollama-cloud/kimi-k2-thinking",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "variant": "thinking",
         "color": "\"#4F46E5\"",
@@ -1246,7 +1318,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/kimi-k2-thinking",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -1291,7 +1363,7 @@
           "type": "model_change",
           "from": "ollama-cloud/glm-5",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -1320,6 +1392,15 @@
           "to": "ollama-cloud/kimi-k2-thinking",
           "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/kimi-k2-thinking",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -1328,7 +1409,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#059669\"",
         "category": "General"
@@ -1358,7 +1439,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/gemini-3-flash",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -1414,6 +1495,15 @@
           "to": "ollama-cloud/qwen3.5-122b",
           "reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3.5-122b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -1422,7 +1512,7 @@
       "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-max",
+        "model": "ollama-cloud/glm-5.1",
         "provider": "Ollama",
         "color": "\"#6366F1\"",
         "category": "General",
@@ -1516,7 +1606,7 @@
           "type": "model_change",
           "from": "openrouter/qwen/qwen3.6-plus:free",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -1563,6 +1653,15 @@
           "to": "ollama-cloud/deepseek-v4-pro-max",
           "reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/deepseek-v4-pro-max",
+          "to": "ollama-cloud/glm-5.1",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -1603,7 +1702,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/glm-5",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -1675,7 +1774,7 @@
           "type": "model_change",
           "from": "ollama-cloud/glm-5",
           "to": "openrouter/qwen/qwen3.6-plus:free",
-          "reason": "feat: orchestrator evolution \u2014 full access + model upgrades + self-evolution protocol",
+          "reason": "feat: orchestrator evolution — full access + model upgrades + self-evolution protocol",
           "source": "git"
         },
         {
@@ -1693,7 +1792,7 @@
           "type": "model_change",
           "from": "ollama-cloud/glm-5",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -1792,7 +1891,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/kimi-k2.6",
-          "reason": "feat(orchestrator): evolution \u2014 capability-first routing, parallelization, zero-work policy",
+          "reason": "feat(orchestrator): evolution — capability-first routing, parallelization, zero-work policy",
           "source": "git"
         },
         {
@@ -1801,7 +1900,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/kimi-k2.6",
-          "reason": "feat(context-window): evolution \u2014 Gitea-centric checkpoint pruning + agent context hygiene",
+          "reason": "feat(context-window): evolution — Gitea-centric checkpoint pruning + agent context hygiene",
           "source": "git"
         },
         {
@@ -1810,7 +1909,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/kimi-k2.6",
-          "reason": "feat(parallel-coordination): evolution \u2014 Gitea comment-based task claiming for parallel agent execution",
+          "reason": "feat(parallel-coordination): evolution — Gitea comment-based task claiming for parallel agent execution",
           "source": "git"
         },
         {
@@ -1829,7 +1928,7 @@
       "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",
+        "model": "ollama-cloud/glm-5.1",
         "provider": "Ollama",
         "color": "\"#581C87\"",
         "category": "General",
@@ -1860,7 +1959,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/devstral-2-123b",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -1905,7 +2004,7 @@
           "type": "model_change",
           "from": "ollama-cloud/devstral-2:123b",
           "to": "openrouter/qwen/qwen3.6-plus:free",
-          "reason": "feat: orchestrator evolution \u2014 full access + model upgrades + self-evolution protocol",
+          "reason": "feat: orchestrator evolution — full access + model upgrades + self-evolution protocol",
           "source": "git"
         },
         {
@@ -1914,7 +2013,7 @@
           "type": "model_change",
           "from": "openrouter/qwen/qwen3.6-plus:free",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -1961,6 +2060,15 @@
           "to": "ollama-cloud/kimi-k2.6",
           "reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/kimi-k2.6",
+          "to": "ollama-cloud/glm-5.1",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -1969,7 +2077,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "variant": "thinking",
         "color": "\"#047857\"",
@@ -2019,7 +2127,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/gpt-o3",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -2082,7 +2190,7 @@
           "type": "model_change",
           "from": "openrouter/qwen/qwen3.6-plus:free",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -2129,6 +2237,15 @@
           "to": "ollama-cloud/qwen3.5-122b",
           "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3.5-122b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -2137,7 +2254,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#BE185D\"",
         "category": "General",
@@ -2195,7 +2312,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/claude-4.5",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -2249,7 +2366,7 @@
           "type": "model_change",
           "from": "openrouter/qwen/qwen3.6-plus:free",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -2287,6 +2404,15 @@
           "to": "ollama-cloud/qwen3.5-122b",
           "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3.5-122b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -2308,7 +2434,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/minimax-m2.7",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -2344,7 +2470,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/minimax-m2.5",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -2399,7 +2525,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#EA580C\"",
         "category": "General",
@@ -2430,7 +2556,7 @@
           "type": "model_change",
           "from": null,
           "to": "ollama-cloud/qwen3.5-122b",
-          "reason": "feat: \u0440\u0435\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 skills \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 Kilo Code",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
@@ -2484,7 +2610,7 @@
           "type": "model_change",
           "from": "openrouter/qwen/qwen3.6-plus:free",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -2504,6 +2630,15 @@
           "to": "ollama-cloud/glm-5.1",
           "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/glm-5.1",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -2512,7 +2647,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "variant": "thinking",
         "color": "\"#EC4899\"",
@@ -2571,7 +2706,7 @@
           "type": "model_change",
           "from": "openrouter/qwen/qwen3.6-plus:free",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -2627,6 +2762,15 @@
           "to": "ollama-cloud/qwen3.5-122b",
           "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3.5-122b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -2635,7 +2779,7 @@
       "current": {
         "description": "Validates and corrects Markdown descriptions for Gitea issues (GNS-2 Tier 0)",
         "mode": "subagent",
-        "model": "ollama-cloud/nemotron-3-nano",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#F97316\"",
         "category": "General",
@@ -2740,6 +2884,15 @@
           "to": "ollama-cloud/nemotron-3-nano",
           "reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/nemotron-3-nano",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -2870,7 +3023,7 @@
           "type": "model_change",
           "from": "openrouter/qwen/qwen3.6-plus:free",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -2974,7 +3127,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/nemotron-3-super",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -3060,7 +3213,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/nemotron-3-super",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -3164,7 +3317,7 @@
           "type": "prompt_change",
           "from": null,
           "to": "ollama-cloud/nemotron-3-super",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -3296,7 +3449,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "color": "\"#02569B\"",
         "category": "General",
@@ -3347,6 +3500,15 @@
           "to": "ollama-cloud/qwen3-coder:480b",
           "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -3355,7 +3517,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "variant": "thinking",
         "color": "\"#10B981\"",
@@ -3380,6 +3542,15 @@
           "to": "ollama-cloud/glm-5.1",
           "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/glm-5.1",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -3388,7 +3559,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "variant": "thinking",
         "color": "\"#8B5CF6\"",
@@ -3413,6 +3584,15 @@
           "to": "ollama-cloud/qwen3-coder:480b",
           "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -3421,7 +3601,7 @@
       "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",
+        "model": "ollama-cloud/glm-5.1",
         "provider": "Ollama",
         "color": "\"#DC2626\"",
         "category": "General",
@@ -3479,7 +3659,7 @@
           "type": "model_change",
           "from": "ollama-cloud/nemotron-3-super",
           "to": "openrouter/qwen/qwen3.6-plus:free",
-          "reason": "feat: orchestrator evolution \u2014 full access + model upgrades + self-evolution protocol",
+          "reason": "feat: orchestrator evolution — full access + model upgrades + self-evolution protocol",
           "source": "git"
         },
         {
@@ -3488,7 +3668,7 @@
           "type": "model_change",
           "from": "openrouter/qwen/qwen3.6-plus:free",
           "to": "ollama-cloud/glm-5.1",
-          "reason": "refactor: full agent system revision \u2014 migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
           "source": "git"
         },
         {
@@ -3517,6 +3697,15 @@
           "to": "ollama-cloud/kimi-k2.6",
           "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/kimi-k2.6",
+          "to": "ollama-cloud/glm-5.1",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -3525,7 +3714,7 @@
       "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",
+        "model": "ollama-cloud/kimi-k2.6",
         "provider": "Ollama",
         "variant": "thinking",
         "color": "\"#3776AB\"",
@@ -3550,6 +3739,15 @@
           "to": "ollama-cloud/qwen3-coder:480b",
           "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
       "performance_log": []
@@ -3656,7 +3854,7 @@
         "category": "Built-in",
         "mode": "primary",
         "color": "#3B82F6",
-        "description": "Bug diagnostics and troubleshooting. GLM-5.1 \u260588, reasoning for deep debug.",
+        "description": "Bug diagnostics and troubleshooting. GLM-5.1 ★88, reasoning for deep debug.",
         "capabilities": []
       },
       "history": [],
@@ -3676,9 +3874,9 @@
   },
   "evolution_metrics": {
     "total_agents": 38,
-    "agents_with_history": 23,
+    "agents_with_history": 34,
     "pending_recommendations": 0,
-    "last_sync": "2026-05-25T19:17:16.039501Z",
+    "last_sync": "2026-05-27T12:47:21.974Z",
     "sync_sources": [
       "git",
       "capability-index.yaml",
diff --git a/agent-evolution/index.standalone.html b/agent-evolution/index.standalone.html
index 7174e12..155b2bb 100644
--- a/agent-evolution/index.standalone.html
+++ b/agent-evolution/index.standalone.html
@@ -1017,252 +1017,146 @@ Chart.defaults.borderColor = '#1e2d45';
 Chart.defaults.font.family = "'Inter', sans-serif";
 
 // Inline recommendation data fallback (from model-research-latest.json)
-const INLINE_RECOMMENDATIONS = []; // Deprecated — data now comes from agentData.agents[].current.recommendations
+const INLINE_RECOMMENDATIONS = [
+    { agent: "frontend-developer", current_model_in_agent_versions: "ollama-cloud/qwen3-coder:480b", source_of_truth_model: "ollama-cloud/minimax-m2.5", impact: "high", score_before: 86, score_after: 92, score_delta: 6, rationale: "agent-versions.json is stale. kilo-meta.json (source of truth) already has minimax-m2.5. Matrix score for frontend-dev on M2.5 = 92 (highest!)." },
+    { agent: "lead-developer", current_model_in_agent_versions: "ollama-cloud/nemotron-3-super", source_of_truth_model: "ollama-cloud/qwen3-coder:480b", impact: "high", score_before: 70, score_after: 92, score_delta: 22, rationale: "agent-versions.json shows nemotron-3-super (outdated). kilo-meta.json has qwen3-coder:480b. Matrix score: qwen3-coder 92 is the highest for lead-developer." },
+    { agent: "system-analyst", current_model: "ollama-cloud/glm-5.1", recommended_model: "ollama-cloud/deepseek-v4-pro-max", impact: "medium", score_before: 82, score_after: 88, score_delta: 6, rationale: "system-analyst matrix: glm-5.1 = 82, deepseek-v4-pro-max = 88. 1M context is critical for architecture docs." },
+    { agent: "evaluator", current_model: "ollama-cloud/glm-5.1", recommended_model: "ollama-cloud/kimi-k2.6", impact: "medium", score_before: 78, score_after: 84, score_delta: 6, rationale: "evaluator needs high IF and reasoning accuracy. kimi-k2-6 IF=91, matrix score 84 vs glm-5.1 78." },
+    { agent: "planner", current_model: "ollama-cloud/deepseek-v4-pro-max", impact: "low", score_before: 88, score_after: 88, score_delta: 0, rationale: "planner is already on deepseek-v4-pro-max, which is the best model for this role (88)." },
+    { agent: "reflector", current_model: "ollama-cloud/deepseek-v4-pro-max", impact: "low", score_before: 84, score_after: 84, score_delta: 0, rationale: "reflector already on deepseek-v4-pro-max (84), the best fit. Self-reflection requires strong reasoning chains." },
+    { agent: "workflow-architect", current_model: "ollama-cloud/glm-5.1", recommended_model: "ollama-cloud/kimi-k2.6", impact: "medium", score_before: 76, score_after: 82, score_delta: 6, rationale: "workflow-architect matrix: glm-5.1 = 76, kimi-k2-6 = 82." },
+    { agent: "pipeline-judge", current_model: "ollama-cloud/glm-5.1", recommended_model: "openrouter/qwen3-6-plus:free", impact: "low", score_before: 76, score_after: 80, score_delta: 4, rationale: "qwen3-6-plus is FREE on OpenRouter with IF=91 and SWE-bench 78.8." },
+    { agent: "orchestrator", current_model: "ollama-cloud/kimi-k2.6", impact: "low", score_before: 92, score_after: 92, score_delta: 0, rationale: "orchestrator on kimi-k2.6 is the absolute best fit (92)." },
+    { agent: "the-fixer", current_model: "ollama-cloud/kimi-k2.6", impact: "low", score_before: 90, score_after: 90, score_delta: 0, rationale: "the-fixer on kimi-k2.6 (90) is optimal. SWE-Pro 58.6 (#1!)." },
+    { agent: "memory-manager", current_model: "ollama-cloud/qwen3.6-plus", impact: "low", score_before: 87, score_after: 87, score_delta: 0, rationale: "memory-manager on qwen3.6-plus (87) is the best fit. 1M context critical." }
+];
 
 // Inline benchmark data (fallback when embedded data doesn't have model_benchmarks)
 // SOURCE: agent-evolution/data/model-benchmarks-verified.json v2.0.0
 // All IF scores verified against artificialanalysis.ai. SWE-bench scores removed — none of the 15 models appear on the official swebench.com leaderboard.
-/* MODEL_BENCHMARKS removed — data now in EMBEDDED_DATA.model_benchmarks */
+const MODEL_BENCHMARKS = {
+    "qwen3.5-122b": { "if_score": 92, "swe_bench": null, "context_window": 128 },
+    "qwen3-coder-480b": { "if_score": 88, "swe_bench": null, "context_window": 1000 },
+    "deepseek-v4-pro-max": { "if_score": 89, "swe_bench": null, "context_window": 1000 },
+    "deepseek-v4-flash": { "if_score": 86, "swe_bench": null, "context_window": 1000 },
+    "kimi-k2.6": { "if_score": 91, "swe_bench": null, "context_window": 1000 },
+    "kimi-k2.5": { "if_score": 90, "swe_bench": null, "context_window": 256 },
+    "minimax-m2.5": { "if_score": 82, "swe_bench": null, "context_window": 128 },
+    "minimax-m2.7": { "if_score": 80, "swe_bench": null, "context_window": 128 },
+    "glm-5.1": { "if_score": 90, "swe_bench": null, "context_window": 128 },
+    "glm-5": { "if_score": 90, "swe_bench": null, "context_window": 128 },
+    "nemotron-3-super": { "if_score": 78, "swe_bench": null, "context_window": 1000 },
+    "nemotron-3-nano": { "if_score": 68, "swe_bench": null, "context_window": 128 },
+    "gemma4-27b": { "if_score": 85, "swe_bench": null, "context_window": 128 },
+    "devstral-2": { "if_score": 80, "swe_bench": null, "context_window": 128 },
+    "devstral-small-2": { "if_score": 75, "swe_bench": null, "context_window": 128 }
+};
 
 // Default embedded data (minimal - updated by sync script)
-// Unified data from REAL sources (2026-05-26T12:21:49.730Z)
-// Sources: .kilo/agents/*.md + kilo-meta.json + model-benchmarks-verified.json
 const EMBEDDED_DATA = {
-  "$schema": "./data/evolution.schema.json",
-  "version": "2.1.0",
-  "lastUpdated": "2026-05-26T12:21:49.721Z",
+  "version": "1.0.0",
+  "lastUpdated": "2026-05-27T12:47:21.972Z",
   "agents": {
-    "agent-architect": {
+    "lead-developer": {
       "current": {
-        "description": "Creates, modifies, and reviews new agents, workflows, and skills based on capability gap analysis. Tier 2 meta-agent with self-cascade enabled.",
+        "description": "Primary code writer for backend and core logic. Writes implementation to pass tests (GNS-2 Tier 1)",
         "mode": "subagent",
         "model": "ollama-cloud/kimi-k2.6",
-        "provider": "Ollama Cloud",
-        "color": "#8B5CF6",
-        "category": "meta",
-        "capabilities": [],
-        "recommendations": [],
-        "benchmark": {
-          "fit_score": 92,
-          "instruction_following": 91
-        }
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#DC2626\"",
+        "category": "General",
+        "capabilities": []
       },
       "history": [
         {
-          "date": "2026-04-05T22:30:00Z",
-          "commit": "auto",
+          "date": "2026-04-05T05:21:00Z",
+          "commit": "caf77f53c8",
           "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"
+          "from": null,
+          "to": "ollama-cloud/qwen3-coder:480b",
+          "reason": "Initial configuration",
+          "source": "git"
         },
         {
-          "date": "2026-04-23T06:24:32Z",
-          "commit": "sync",
+          "date": "2026-04-27T16:56:09Z",
+          "commit": "model-research-sync",
           "type": "model_change",
-          "from": "openrouter/qwen/qwen3.6-plus:free",
-          "to": "ollama-cloud/glm-5.1",
-          "reason": "Model update from sync",
-          "source": "git"
+          "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/glm-5.1",
-          "to": "ollama-cloud/kimi-k2.6",
-          "reason": "kimi-k2.6 best fit for agent-architect (86). Multimodal for reviewing UI components.",
+          "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": "2026-04-03T20:27:54Z",
-          "commit": "a0ef7cd02d3579883287ff0ffc23d1e5932c703a",
+          "date": "2026-04-03T20:10:17Z",
+          "commit": "47219c42046c482be46664a84c99fd5123b14062",
           "type": "model_change",
           "from": null,
-          "to": "ollama-cloud/glm-5",
-          "reason": "feat: add Agent Architect and KILO_SPEC documentation",
+          "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/glm-5",
-          "to": "qwen/qwen3.6-plus:free",
+          "from": "ollama-cloud/deepseek-v3.2",
+          "to": "ollama-cloud/qwen3-coder:480b",
           "reason": "feat: update agent models to current configuration",
           "source": "git"
         },
-        {
-          "date": "2026-04-04T01:51:28Z",
-          "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",
+          "to": "ollama-cloud/qwen3-coder:480b",
           "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",
+          "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",
+          "date": "2026-04-29T21:04:22Z",
+          "commit": "3badb259cc97c7ab0c5e2ad560859278a17443ed",
           "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",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/nemotron-3-super",
+          "reason": "feat: bidirectional research dashboard + agent config fixes",
           "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",
+          "date": "2026-04-29T23:19:16Z",
+          "commit": "9e48a4960e5bc80c150822972d99adb9ecd7bb0d",
           "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-max": 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",
+          "from": "ollama-cloud/nemotron-3-super",
+          "to": "ollama-cloud/qwen3-coder:480b",
+          "reason": "fix: restore optimal v3 models + add fitness gate protection",
           "source": "git"
         },
         {
@@ -1270,54 +1164,180 @@ const EMBEDDED_DATA = {
           "commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
           "type": "prompt_change",
           "from": null,
-          "to": "ollama-cloud/glm-5.1",
+          "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"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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": "all",
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         {
@@ -1418,51 +1438,531 @@ const EMBEDDED_DATA = {
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           "reason": "fix(agents): add Tool-First Enforcement to agent definitions and global rules",
           "source": "git"
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         }
       ],
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+          "reason": "fix: use available model for security-auditor (deepseek-v3.2)",
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+          "reason": "feat: update agent models based on recommendations",
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+        },
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+          "to": "ollama-cloud/nemotron-3-super",
+          "reason": "feat: bidirectional research dashboard + agent config fixes",
+          "source": "git"
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+          "commit": "fb552e00201dae79647e709843781ea34d01630c",
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+          "to": "ollama-cloud/deepseek-v4-pro-max",
+          "reason": "feat: v3 optimal model assignments + fitness gate",
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+        },
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+        }
+      ],
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+    },
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+        },
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+          "commit": "ollama-cloud-consolidation",
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+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
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+          "commit": "fb552e00201dae79647e709843781ea34d01630c",
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+        },
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+          "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
+          "source": "git"
+        }
+      ],
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     },
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-        "provider": "Ollama Cloud",
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-            "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.",
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-            "applied": false
-          }
-        ],
-        "benchmark": {
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-          "instruction_following": 86
-        }
+        "model": "ollama-cloud/kimi-k2.6",
+        "provider": "Ollama",
+        "color": "\"#1E88E5\"",
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       },
       "history": [
         {
@@ -1545,41 +2045,533 @@ const EMBEDDED_DATA = {
           "to": "ollama-cloud/deepseek-v4-flash",
           "reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
           "source": "git"
+        },
+        {
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+          "commit": "sync",
+          "type": "model_change",
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+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
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-        "nemotron-3-super": 81,
-        "nemotron-3-nano": 62,
-        "devstral-2": 72,
-        "devstral-small-2": 68
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+    },
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       },
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+          "to": "ollama-cloud/glm-5",
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+        },
+        {
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+          "commit": "3a8aa6b416fbbda12e26d7c94a1b917e1478cfc9",
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+          "to": "ollama-cloud/qwen3-coder:480b",
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+        {
+          "date": "2026-04-17T20:21:29Z",
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+          "commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
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+          "to": "ollama-cloud/qwen3-coder:480b",
+          "reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
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+        },
+        {
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+          "to": "ollama-cloud/qwen3-coder:480b",
+          "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
+          "source": "git"
+        },
+        {
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+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
+        }
+      ],
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+    },
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+        "provider": "Ollama",
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+      },
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+          "commit": "caf77f53c8",
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+          "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",
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+          "reason": "Reverted: GLM-5.1 Arena ELO 1451, instruction following ~90. Standardization with 12 other agents.",
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+        },
+        {
+          "date": "2026-05-25T13:37:20.281Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/glm-5.1",
+          "to": "ollama-cloud/deepseek-v4-pro-max",
+          "reason": "Model update from sync",
+          "source": "git"
+        },
+        {
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+          "commit": "47219c42046c482be46664a84c99fd5123b14062",
+          "type": "model_change",
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+          "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",
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+          "reason": "feat: update agent models based on research recommendations",
+          "source": "git"
+        },
+        {
+          "date": "2026-04-12T22:38:41Z",
+          "commit": "e19fa3effd688ee0b62d10423be1de671fa1b696",
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+          "reason": "refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency",
+          "source": "git"
+        },
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+          "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",
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+          "to": "ollama-cloud/nemotron-3-super",
+          "reason": "feat: bidirectional research dashboard + agent config fixes",
+          "source": "git"
+        },
+        {
+          "date": "2026-04-29T23:19:16Z",
+          "commit": "9e48a4960e5bc80c150822972d99adb9ecd7bb0d",
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+          "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",
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+          "to": "ollama-cloud/glm-5.1",
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+        },
+        {
+          "date": "2026-05-13T09:37:40Z",
+          "commit": "2287122f9196e4ef5b0cbfff3641d74b6320f086",
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+          "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",
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+          "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
+          "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/deepseek-v4-pro-max",
+          "to": "ollama-cloud/glm-5.1",
+          "reason": "Model update from sync",
+          "source": "git"
+        }
+      ],
+      "performance_log": []
+    },
+    "requirement-refiner": {
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+        "description": "Converts vague ideas and bug reports into strict User Stories with acceptance criteria checklists (GNS-2 Tier 1)",
+        "mode": "all",
+        "model": "ollama-cloud/kimi-k2.6",
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#4F46E5\"",
+        "category": "General"
+      },
+      "history": [
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+          "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",
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+          "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",
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+          "to": "ollama-cloud/kimi-k2-thinking",
+          "reason": "Model update from sync",
+          "source": "git"
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@@ -1716,1461 +2708,29 @@ const EMBEDDED_DATA = {
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-          "commit": "4a0c78e5c965188fe669db9cecc430904702728c",
-          "type": "model_change",
-          "from": "ollama-cloud/qwen3.6-plus",
-          "to": "ollama-cloud/deepseek-v4-pro-max",
-          "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
-          "source": "git"
-        }
-      ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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",
+        "mode": "all",
         "model": "ollama-cloud/kimi-k2.6",
-        "provider": "Ollama Cloud",
-        "color": "#7C3AED",
-        "category": "meta",
-        "capabilities": [],
-        "recommendations": [],
-        "benchmark": {
-          "fit_score": 92,
-          "instruction_following": 91
-        }
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#7C3AED\"",
+        "category": "General",
+        "capabilities": []
       },
       "history": [
         {
@@ -3417,224 +2977,30 @@ const EMBEDDED_DATA = {
           "source": "git"
         }
       ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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": {
+    "release-manager": {
       "current": {
-        "description": "Reviews code for performance issues. Focuses on efficiency, N+1 queries, memory leaks, and algorithmic complexity (GNS-2 Tier 0)",
+        "description": "Manages git operations, semantic versioning, branching, and deployments. Ensures clean history (GNS-2 Tier 1)",
         "mode": "subagent",
-        "model": "ollama-cloud/deepseek-v4-pro-max",
-        "provider": "Ollama Cloud",
-        "color": "#0D9488",
-        "category": "quality",
-        "capabilities": [],
-        "recommendations": [],
-        "benchmark": {
-          "fit_score": 91,
-          "instruction_following": 89
-        }
+        "model": "ollama-cloud/glm-5.1",
+        "provider": "Ollama",
+        "color": "\"#581C87\"",
+        "category": "General",
+        "capabilities": []
       },
       "history": [
         {
-          "date": "2026-04-05T05:21:00Z",
-          "commit": "caf77f53c8",
+          "date": "2026-04-23T06:24:32Z",
+          "commit": "sync",
           "type": "model_change",
-          "from": "ollama-cloud/gpt-oss:120b",
-          "to": "ollama-cloud/nemotron-3-super",
-          "reason": "Better reasoning for performance analysis",
+          "from": "ollama-cloud/devstral-2:123b",
+          "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/nemotron-3-super",
-          "to": "ollama-cloud/deepseek-v4-pro-max",
-          "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-max",
-          "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-max",
-          "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
-          "source": "git"
-        }
-      ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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-max": 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",
+          "date": "2026-05-25T14:08:46.653Z",
           "commit": "sync",
           "type": "model_change",
           "from": "ollama-cloud/glm-5.1",
@@ -3643,37 +3009,55 @@ const EMBEDDED_DATA = {
           "source": "git"
         },
         {
-          "date": "2026-04-06T00:23:50Z",
-          "commit": "fa68141d476a6356a2fb0618a124d49c9a8d2c65",
+          "date": "2026-04-03T20:10:17Z",
+          "commit": "47219c42046c482be46664a84c99fd5123b14062",
           "type": "model_change",
           "from": null,
-          "to": "ollama-cloud/nemotron-3-super",
-          "reason": "feat: add pipeline-judge agent and evolution workflow system",
+          "to": "ollama-cloud/devstral-2-123b",
+          "reason": "feat: реорганизация структуры агентов и добавление skills согласно документации Kilo Code",
           "source": "git"
         },
         {
-          "date": "2026-04-06T00:48:21Z",
-          "commit": "170324765147282e20fd17236378afba6f0db5c9",
+          "date": "2026-04-03T20:50:40Z",
+          "commit": "72d6f52844c6578defb5ed8a2d692b4e6ac3b3db",
           "type": "prompt_change",
           "from": null,
-          "to": "ollama-cloud/nemotron-3-super",
-          "reason": "feat: add Docker-based evolution testing with precise measurements",
+          "to": "ollama-cloud/devstral-2-123b",
+          "reason": "fix: correct agent mode configuration and add Task tool invocation sections",
           "source": "git"
         },
         {
-          "date": "2026-04-06T01:35:29Z",
-          "commit": "ae471dcd6b6d266bd485279b28c33740470589e7",
+          "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/nemotron-3-super",
-          "reason": "docs: remove Docker references from pipeline-judge",
+          "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/nemotron-3-super",
+          "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"
@@ -3697,119 +3081,20 @@ const EMBEDDED_DATA = {
           "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",
+          "date": "2026-04-27T12:09:36Z",
+          "commit": "dbea8c90dbfd3b9fb84c4fd6ada243fc4847f8b8",
           "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-max": 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-max",
-        "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-max",
-          "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",
+          "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/nemotron-3-super",
-          "to": "ollama-cloud/deepseek-v4-pro-max",
+          "from": "ollama-cloud/devstral-2:123b",
+          "to": "ollama-cloud/glm-5.1",
           "reason": "feat: v3 optimal model assignments + fitness gate",
           "source": "git"
         },
@@ -3818,89 +3103,103 @@ const EMBEDDED_DATA = {
           "commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
           "type": "prompt_change",
           "from": null,
-          "to": "ollama-cloud/deepseek-v4-pro-max",
+          "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"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/kimi-k2.6",
+          "to": "ollama-cloud/glm-5.1",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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": {
+    "evaluator": {
       "current": {
-        "description": "Manages issue checklists, status labels, tracks progress and coordinates with human users (GNS-2 Tier 1)",
+        "description": "Scores agent effectiveness after task completion for continuous improvement. Tier 2 meta-agent with self-cascade enabled.",
         "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
-        }
+        "model": "ollama-cloud/kimi-k2.6",
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#047857\"",
+        "category": "General",
+        "capabilities": []
       },
       "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",
+          "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": "ollama-cloud/glm-5",
+          "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/qwen3.5-122b",
+          "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/qwen3.5-122b",
-          "to": "openrouter/qwen/qwen3.6-plus:free",
+          "from": "ollama-cloud/gpt-o3",
+          "to": "ollama-cloud/gpt-oss:120b",
           "reason": "feat: update agent models to current configuration",
           "source": "git"
         },
@@ -3909,7 +3208,7 @@ const EMBEDDED_DATA = {
           "commit": "a1a15473a03661e3af6730b6a6d3c24f34756e13",
           "type": "prompt_change",
           "from": null,
-          "to": "openrouter/qwen/qwen3.6-plus:free",
+          "to": "ollama-cloud/gpt-oss:120b",
           "reason": "feat: add mandatory Gitea commenting to all agents",
           "source": "git"
         },
@@ -3917,27 +3216,27 @@ const EMBEDDED_DATA = {
           "date": "2026-04-05T05:21:02Z",
           "commit": "caf77f53c8a8f501cf7667ea6f2dd06676506430",
           "type": "model_change",
-          "from": "openrouter/qwen/qwen3.6-plus:free",
-          "to": "ollama-cloud/glm-5",
+          "from": "ollama-cloud/gpt-oss:120b",
+          "to": "ollama-cloud/nemotron-3-super",
           "reason": "feat: update agent models based on recommendations",
           "source": "git"
         },
         {
-          "date": "2026-04-05T20:28:47Z",
-          "commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
+          "date": "2026-04-05T23:37:23Z",
+          "commit": "a4e09ad5d5e88ee25688b3a2d1c548e3ada0e549",
           "type": "model_change",
-          "from": "ollama-cloud/glm-5",
+          "from": "ollama-cloud/nemotron-3-super",
           "to": "qwen/qwen3.6-plus:free",
-          "reason": "feat: update agent models based on research recommendations",
+          "reason": "feat: upgrade agent models based on research findings",
           "source": "git"
         },
         {
-          "date": "2026-04-05T23:47:14Z",
-          "commit": "1ab9939c92a6201884d8919aeba360dac8b09213",
+          "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 OpenRouter model paths across all files",
+          "reason": "fix: correct model path format for OpenRouter",
           "source": "git"
         },
         {
@@ -3959,58 +3258,62 @@ const EMBEDDED_DATA = {
           "source": "git"
         },
         {
-          "date": "2026-05-08T22:03:08Z",
-          "commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
+          "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): mass-update all 30 agents with GNS-2 protocol",
+          "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"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3.5-122b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
           "source": "git"
         }
       ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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
-        }
+        "model": "ollama-cloud/kimi-k2.6",
+        "provider": "Ollama",
+        "color": "\"#BE185D\"",
+        "category": "General",
+        "capabilities": []
       },
       "history": [
         {
@@ -4156,989 +3459,28 @@ const EMBEDDED_DATA = {
           "to": "ollama-cloud/qwen3.5-122b",
           "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
           "source": "git"
-        }
-      ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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-max": 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-max",
-        "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-max",
-          "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-max",
-          "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-max",
-          "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
-          "source": "git"
-        }
-      ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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",
+          "date": "2026-05-27T12:47:21.974Z",
           "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",
+          "from": "ollama-cloud/qwen3.5-122b",
           "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"
-        },
-        {
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-          "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-max",
-          "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
-          "source": "git"
-        }
-      ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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",
+        "mode": "all",
         "model": "ollama-cloud/kimi-k2.6",
-        "provider": "Ollama Cloud",
-        "color": "#F59E0B",
-        "category": "quality",
-        "capabilities": [],
-        "recommendations": [],
-        "benchmark": {
-          "fit_score": 92,
-          "instruction_following": 91
-        }
+        "provider": "Ollama",
+        "color": "\"#F59E0B\"",
+        "category": "General",
+        "capabilities": []
       },
       "history": [
         {
@@ -5232,58 +3574,71 @@ const EMBEDDED_DATA = {
           "source": "git"
         }
       ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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": {
+    "product-owner": {
       "current": {
-        "description": "Visual regression testing agent that compares screenshots and detects UI differences using pixelmatch and image diff (GNS-2 Tier 0)",
+        "description": "Manages issue checklists, status labels, tracks progress and coordinates with human users (GNS-2 Tier 1)",
         "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
-        }
+        "model": "ollama-cloud/kimi-k2.6",
+        "provider": "Ollama",
+        "color": "\"#EA580C\"",
+        "category": "General",
+        "capabilities": []
       },
       "history": [
         {
-          "date": "2026-04-04T03:49:56Z",
-          "commit": "5793b7909b3888ae29d3fafe3f2d04ca0c5ad71f",
+          "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: add web testing system with browser automation (Milestone #44)",
+          "reason": "feat: update agent models based on recommendations",
           "source": "git"
         },
         {
@@ -5291,35 +3646,26 @@ const EMBEDDED_DATA = {
           "commit": "4af7355429bb6a9336cb608a5d5a3132943653f6",
           "type": "model_change",
           "from": "ollama-cloud/glm-5",
-          "to": "ollama-cloud/qwen3-coder:480b",
+          "to": "qwen/qwen3.6-plus:free",
           "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",
+          "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": "2026-04-17T09:27:27Z",
-          "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",
+          "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"
         },
         {
@@ -5327,7 +3673,7 @@ const EMBEDDED_DATA = {
           "commit": "28a3b648ccfc49954648348b9d8273d3b1cd20d9",
           "type": "prompt_change",
           "from": null,
-          "to": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/glm-5.1",
           "reason": "refactor(prompts): compress 29 agents (-77%) and 7 rules (-55%), delete 2 duplicates",
           "source": "git"
         },
@@ -5336,54 +3682,32 @@ const EMBEDDED_DATA = {
           "commit": "bd154f24d037bcf8e3a02488f174523054eeb07f",
           "type": "prompt_change",
           "from": null,
-          "to": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/glm-5.1",
           "reason": "feat(gns2): mass-update all 30 agents with GNS-2 protocol",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/glm-5.1",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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
-        }
+        "model": "ollama-cloud/kimi-k2.6",
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#EC4899\"",
+        "category": "General",
+        "capabilities": []
       },
       "history": [
         {
@@ -5493,25 +3817,1026 @@ const EMBEDDED_DATA = {
           "to": "ollama-cloud/qwen3.5-122b",
           "reason": "feat(agent-models): apply CRITICAL+HIGH model migrations from research",
           "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3.5-122b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
         }
       ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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/kimi-k2.6",
+        "provider": "Ollama",
+        "color": "\"#F97316\"",
+        "category": "General",
+        "capabilities": []
       },
+      "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-max",
+          "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-max",
+          "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-max",
+          "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-max",
+          "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-max",
+          "to": "ollama-cloud/nemotron-3-nano",
+          "reason": "feat(agent-models): apply MEDIUM+LOW priority model migrations",
+          "source": "git"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/nemotron-3-nano",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
+        }
+      ],
+      "performance_log": []
+    },
+    "agent-architect": {
+      "current": {
+        "name": "Agent Architect",
+        "mode": "subagent",
+        "model": "ollama-cloud/kimi-k2.6",
+        "provider": "Ollama",
+        "description": "Creates, modifies, and reviews new agents, workflows, and skills based on capability gap analysis. Tier 2 meta-agent with self-cascade enabled.",
+        "color": "\"#8B5CF6\"",
+        "category": "General",
+        "capabilities": []
+      },
+      "history": [
+        {
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+        {
+          "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"
+        }
+      ],
+      "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/kimi-k2.6",
+        "provider": "Ollama",
+        "color": "\"#02569B\"",
+        "category": "General",
+        "capabilities": []
+      },
+      "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"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
+        }
+      ],
+      "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/kimi-k2.6",
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#10B981\"",
+        "category": "General",
+        "capabilities": []
+      },
+      "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"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/glm-5.1",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
+        }
+      ],
+      "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/kimi-k2.6",
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#8B5CF6\"",
+        "category": "General",
+        "capabilities": []
+      },
+      "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"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
+        }
+      ],
+      "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/glm-5.1",
+        "provider": "Ollama",
+        "color": "\"#DC2626\"",
+        "category": "General",
+        "capabilities": []
+      },
+      "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"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/kimi-k2.6",
+          "to": "ollama-cloud/glm-5.1",
+          "reason": "Model update from sync",
+          "source": "git"
+        }
+      ],
+      "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/kimi-k2.6",
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#3776AB\"",
+        "category": "General",
+        "capabilities": []
+      },
+      "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"
+        },
+        {
+          "date": "2026-05-27T12:47:21.974Z",
+          "commit": "sync",
+          "type": "model_change",
+          "from": "ollama-cloud/qwen3-coder:480b",
+          "to": "ollama-cloud/kimi-k2.6",
+          "reason": "Model update from sync",
+          "source": "git"
+        }
+      ],
+      "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",
+        "color": "\"#B91C1C\"",
+        "category": "General",
+        "capabilities": []
+      },
+      "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"
+        }
+      ],
       "performance_log": []
     },
     "workflow-cross-checker": {
@@ -5519,15 +4844,11 @@ const EMBEDDED_DATA = {
         "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
-        }
+        "provider": "Ollama",
+        "variant": "thinking",
+        "color": "\"#9333EA\"",
+        "category": "General",
+        "capabilities": []
       },
       "history": [
         {
@@ -5540,150 +4861,133 @@ const EMBEDDED_DATA = {
           "source": "git"
         }
       ],
-      "heatmap_scores": {
-        "deepseek-v4-pro-max": 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": {
+      "current": {
+        "model": "ollama-cloud/qwen3-coder:480b",
+        "provider": "Ollama",
+        "category": "Built-in",
+        "mode": "primary",
+        "color": "#3B82F6",
+        "description": "Primary code writer. Full tool access for development tasks.",
+        "capabilities": []
       },
+      "history": [],
+      "performance_log": []
+    },
+    "ask": {
+      "current": {
+        "model": "ollama-cloud/glm-5.1",
+        "provider": "Ollama",
+        "category": "Built-in",
+        "mode": "primary",
+        "color": "#3B82F6",
+        "description": "Read-only Q&A agent for codebase questions.",
+        "capabilities": []
+      },
+      "history": [],
+      "performance_log": []
+    },
+    "plan": {
+      "current": {
+        "model": "ollama-cloud/nemotron-3-super",
+        "provider": "Ollama",
+        "category": "Built-in",
+        "mode": "primary",
+        "color": "#3B82F6",
+        "description": "Task planner. Creates detailed implementation plans.",
+        "capabilities": []
+      },
+      "history": [],
+      "performance_log": []
+    },
+    "debug": {
+      "current": {
+        "model": "ollama-cloud/glm-5.1",
+        "provider": "Ollama",
+        "category": "Built-in",
+        "mode": "primary",
+        "color": "#3B82F6",
+        "description": "Bug diagnostics and troubleshooting. GLM-5.1 ★88, reasoning for deep debug.",
+        "capabilities": []
+      },
+      "history": [],
       "performance_log": []
     }
   },
-  "model_benchmarks": {
-    "deepseek-v4-pro-max": {
-      "if_score": 89,
-      "context_window": 1000,
-      "organization": "DeepSeek",
-      "parameters": "1.6T/49B active MoE"
+  "providers": {
+    "Ollama": {
+      "models": []
     },
-    "deepseek-v4-flash": {
-      "if_score": 86,
-      "context_window": 1000,
-      "organization": "DeepSeek",
-      "parameters": "284B/13B active MoE"
+    "OpenRouter": {
+      "models": []
     },
-    "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"
+    "Groq": {
+      "models": []
     }
   },
   "evolution_metrics": {
-    "total_agents": 34,
+    "total_agents": 38,
     "agents_with_history": 34,
-    "pending_recommendations": 18,
-    "last_sync": "2026-05-26T12:21:49.722Z",
+    "pending_recommendations": 0,
+    "last_sync": "2026-05-27T12:47:21.974Z",
     "sync_sources": [
-      ".kilo/agents/*.md",
-      "kilo-meta.json",
-      "model-benchmarks-verified.json"
+      "git",
+      "capability-index.yaml",
+      "kilo.jsonc"
     ]
   }
 };
 
 // Initialize
 async function init() {
-    agentData = EMBEDDED_DATA;
+    // Try to load from server first
+    const USE_SERVER = window.location.protocol !== 'file:';
+    let loaded = false;
+    
+    if (USE_SERVER) {
+        try {
+            const response = await fetch('data/agent-versions.json');
+            if (response.ok) {
+                agentData = await response.json();
+                loaded = true;
+            }
+        } catch (error) {
+            console.warn('Server fetch failed, using embedded data:', error.message);
+        }
+    }
+    
+    // Use embedded data as fallback
+    if (!loaded) {
+        agentData = EMBEDDED_DATA;
+        // Show warning for better UX
+        if (!USE_SERVER) {
+            console.info('Running in standalone mode (file://). Data may be outdated.');
+            console.info('Run "bun run sync:evolution" to update embedded data.');
+        }
+    }
+    
     try {
         document.getElementById('lastSync').textContent = formatDate(agentData.lastUpdated);
         document.getElementById('agentCount').textContent = agentData.evolution_metrics.total_agents + ' agents';
         document.getElementById('historyCount').textContent = agentData.evolution_metrics.agents_with_history + ' with history';
-
+        
         if (agentData.evolution_metrics.total_agents === 0) {
-            document.getElementById('lastSync').textContent = 'No data';
+            document.getElementById('lastSync').textContent = 'No data - run sync:evolution';
             return;
         }
+        
         renderOverview();
         renderAllAgents();
         renderTimeline();
         renderRecommendations();
         renderHeatmap();
         renderImpact();
-    } catch (error) { console.error('Render error:', error); }
+    } catch (error) {
+        console.error('Failed to render dashboard:', error);
+        document.getElementById('lastSync').textContent = 'Error rendering data';
+    }
 }
 
 // Format date
@@ -5883,26 +5187,20 @@ function renderTimeline() {
 }
 
 // Render Recommendations (v3 style with swap visuals)
-// Render Recommendations (only use agentData.agents)
 function renderRecommendations() {
-    // Extract recommendations from agent data
-    let recs = [];
-    Object.entries(agentData.agents).forEach(([name, agent]) => {
-        if (agent.current.recommendations && agent.current.recommendations.length > 0) {
-            agent.current.recommendations.forEach(rec => {
-                recs.push({
-                    agent: name,
-                    current_model: agent.current.model,
-                    recommended_model: rec.target,
-                    impact: rec.priority || 'medium',
-                    score_before: rec.score_before || 0,
-                    score_after: rec.score_after || 0,
-                    score_delta: rec.score_delta || 0,
-                    rationale: rec.reason || ''
-                });
-            });
-        }
-    });
+    const recs = Object.entries(agentData.agents || {})
+        .filter(([_, a]) => (a.current?.recommendations || []).length > 0) 
+        .map(([name, agent]) => ({
+            agent: name,
+            current_model: agent.current?.model,
+            recommended_model: agent.current?.recommendations?.[0]?.target,
+            impact: agent.current?.recommendations?.[0]?.priority?.toLowerCase() || 'medium',
+            score_before: agent.current?.recommendations?.[0]?.score_before || 0,
+            score_after: agent.current?.recommendations?.[0]?.score_after || 0,
+            score_delta: agent.current?.recommendations?.[0]?.score_delta || 0,
+            rationale: agent.current?.recommendations?.[0]?.reason || '',
+            current_model_in_agent_versions: agent.current?.model
+        }));
 
     if (recs.length === 0) {
         document.getElementById('allRecommendations').innerHTML = '<p style="color:var(--text-muted);text-align:center;padding:40px;">No recommendations available</p>';