refactor: full agent system revision — migrate to GLM-5.1, fix delegation chains, audit consistency

- Migrate 8 agents from openrouter/qwen3.6-plus:free to ollama-cloud/glm-5.1
- Assign thinking/variant/instant depth by role complexity
- Fix broken delegation chains: system-analyst, all developer agents, devops-engineer now can reach orchestrator
- Add task permissions to browser-automation, visual-tester, capability-analyst, markdown-validator
- Add visual-tester permission to flutter-developer and frontend-developer
- Fix capability-index.yaml routing map indentation (go_* keys misplaced)
- Add delegates_to and variant fields to capability-index.yaml
- Update KILO_SPEC.md agent table with Variant column
- Update AGENTS.md with Model/Variant/CanCall columns
- Update kilo.jsonc ask agent model
- Fix YAML indentation in capability-analyst.md and markdown-validator.md
- Update agent-architect.md template models (remove gpt-oss, qwen3.6-plus)
- Add Skills Reference tables to 7 previously unlinked agents
- Full audit: 10/10 consistency checks passed

.kilo/KILO_SPEC.md

@@ -422,39 +422,40 @@ Provider availability depends on configuration. Common providers include:
 
 ### Pipeline Agents
 
-| Agent | Role | Model |
-|-------|------|-------|
-| `@AgentArchitect` | Creates, modifies, and reviews new agents, workflows, and skills based on capability gap analysis. | ollama-cloud/nemotron-3-super |
-| `@BackendDeveloper` | Backend specialist for Node. | ollama-cloud/deepseek-v3.2 |
-| `@BrowserAutomation` | Browser automation agent using Playwright MCP for E2E testing, form filling, navigation, and web interaction. | ollama-cloud/glm-5 |
-| `@CapabilityAnalyst` | Analyzes task requirements against available agents, workflows, and skills. | ollama-cloud/nemotron-3-super |
-| `@CodeSkeptic` | Adversarial code reviewer. | ollama-cloud/minimax-m2.5 |
-| `@DevopsEngineer` | DevOps specialist for Docker, Kubernetes, CI/CD pipeline automation, and infrastructure management. | ollama-cloud/deepseek-v3.2 |
-| `@Evaluator` | Scores agent effectiveness after task completion for continuous improvement. | ollama-cloud/nemotron-3-super |
-| `@FrontendDeveloper` | Handles UI implementation with multimodal capabilities. | ollama-cloud/qwen3-coder:480b |
-| `@GoDeveloper` | Go backend specialist for Gin, Echo, APIs, and database integration. | ollama-cloud/qwen3-coder:480b |
-| `@HistoryMiner` | Analyzes git history to find duplicates and past solutions, preventing regression and duplicate work. | ollama-cloud/nemotron-3-super |
-| `@LeadDeveloper` | Primary code writer for backend and core logic. | ollama-cloud/qwen3-coder:480b |
-| `@MarkdownValidator` | Validates and corrects Markdown descriptions for Gitea issues. | ollama-cloud/nemotron-3-nano:30b |
-| `@MemoryManager` | Manages agent memory systems - short-term (context), long-term (vector store), and episodic (experiences). | ollama-cloud/nemotron-3-super |
-| `@Orchestrator` | Main dispatcher. | ollama-cloud/glm-5 |
-| `@PerformanceEngineer` | Reviews code for performance issues. | ollama-cloud/nemotron-3-super |
-| `@Planner` | Advanced task planner using Chain of Thought, Tree of Thoughts, and Plan-Execute-Reflect. | ollama-cloud/nemotron-3-super |
-| `@ProductOwner` | Manages issue checklists, status labels, tracks progress and coordinates with human users. | ollama-cloud/glm-5 |
-| `@PromptOptimizer` | Improves agent system prompts based on performance failures. | qwen/qwen3.6-plus:free |
-| `@Reflector` | Self-reflection agent using Reflexion pattern - learns from mistakes. | ollama-cloud/nemotron-3-super |
-| `@ReleaseManager` | Manages git operations, semantic versioning, branching, and deployments. | ollama-cloud/devstral-2:123b |
-| `@RequirementRefiner` | Converts vague ideas and bug reports into strict User Stories with acceptance criteria checklists. | ollama-cloud/nemotron-3-super |
-| `@SdetEngineer` | Writes tests following TDD methodology. | ollama-cloud/qwen3-coder:480b |
-| `@SecurityAuditor` | Scans for security vulnerabilities, OWASP Top 10, dependency CVEs, and hardcoded secrets. | ollama-cloud/nemotron-3-super |
-| `@SystemAnalyst` | Designs technical specifications, data schemas, and API contracts before implementation. | ollama-cloud/glm-5 |
-| `@TheFixer` | Iteratively fixes bugs based on specific error reports and test failures. | ollama-cloud/minimax-m2.5 |
-| `@VisualTester` | Visual regression testing agent that compares screenshots and detects UI differences using pixelmatch and image diff. | ollama-cloud/glm-5 |
-| `@WorkflowArchitect` | Creates and maintains workflow definitions with complete architecture, Gitea integration, and quality gates. | ollama-cloud/gpt-oss:120b |
+| Agent | Role | Model | Variant |
+|-------|------|-------|---------|
+| `@AgentArchitect` | Creates, modifies, and reviews new agents, workflows, and skills based on capability gap analysis. | ollama-cloud/glm-5.1 | thinking |
+| `@BackendDeveloper` | Backend specialist for Node.js, Express, APIs, and database integration. | ollama-cloud/qwen3-coder:480b | thinking |
+| `@BrowserAutomation` | Browser automation agent using Playwright MCP for E2E testing, form filling, navigation, and web interaction. | ollama-cloud/qwen3-coder:480b | — |
+| `@CapabilityAnalyst` | Analyzes task requirements against available agents, workflows, and skills. | ollama-cloud/glm-5.1 | — |
+| `@CodeSkeptic` | Adversarial code reviewer. | ollama-cloud/minimax-m2.5 | — |
+| `@DevopsEngineer` | DevOps specialist for Docker, Kubernetes, CI/CD pipeline automation, and infrastructure management. | ollama-cloud/nemotron-3-super | — |
+| `@Evaluator` | Scores agent effectiveness after task completion for continuous improvement. | ollama-cloud/glm-5.1 | thinking |
+| `@FrontendDeveloper` | Handles UI implementation with multimodal capabilities. | ollama-cloud/qwen3-coder:480b | — |
+| `@GoDeveloper` | Go backend specialist for Gin, Echo, APIs, and database integration. | ollama-cloud/qwen3-coder:480b | — |
+| `@HistoryMiner` | Analyzes git history to find duplicates and past solutions, preventing regression and duplicate work. | ollama-cloud/nemotron-3-super | — |
+| `@LeadDeveloper` | Primary code writer for backend and core logic. | ollama-cloud/qwen3-coder:480b | thinking |
+| `@MarkdownValidator` | Validates and corrects Markdown descriptions for Gitea issues. | ollama-cloud/nemotron-3-nano:30b | — |
+| `@MemoryManager` | Manages agent memory systems - short-term (context), long-term (vector store), and episodic (experiences). | ollama-cloud/nemotron-3-super | — |
+| `@Orchestrator` | Main dispatcher. Routes tasks between agents based on Issue status. | ollama-cloud/glm-5.1 | thinking |
+| `@PerformanceEngineer` | Reviews code for performance issues. | ollama-cloud/nemotron-3-super | — |
+| `@Planner` | Advanced task planner using Chain of Thought, Tree of Thoughts, and Plan-Execute-Reflect. | ollama-cloud/nemotron-3-super | — |
+| `@PipelineJudge` | Automated pipeline judge. Evaluates workflow execution, produces objective fitness scores. | ollama-cloud/glm-5.1 | — |
+| `@ProductOwner` | Manages issue checklists, status labels, tracks progress and coordinates with human users. | ollama-cloud/glm-5.1 | — |
+| `@PromptOptimizer` | Improves agent system prompts based on performance failures. | ollama-cloud/glm-5.1 | instant |
+| `@Reflector` | Self-reflection agent using Reflexion pattern - learns from mistakes. | ollama-cloud/nemotron-3-super | — |
+| `@ReleaseManager` | Manages git operations, semantic versioning, branching, and deployments. | ollama-cloud/glm-5.1 | — |
+| `@RequirementRefiner` | Converts vague ideas and bug reports into strict User Stories with acceptance criteria checklists. | ollama-cloud/glm-5.1 | thinking |
+| `@SdetEngineer` | Writes tests following TDD methodology. | ollama-cloud/qwen3-coder:480b | thinking |
+| `@SecurityAuditor` | Scans for security vulnerabilities, OWASP Top 10, dependency CVEs, and hardcoded secrets. | ollama-cloud/nemotron-3-super | — |
+| `@SystemAnalyst` | Designs technical specifications, data schemas, and API contracts before implementation. | ollama-cloud/glm-5.1 | thinking |
+| `@TheFixer` | Iteratively fixes bugs based on specific error reports and test failures. | ollama-cloud/minimax-m2.5 | — |
+| `@VisualTester` | Visual regression testing agent that compares screenshots and detects UI differences using pixelmatch and image diff. | ollama-cloud/qwen3-coder:480b | — |
+| `@WorkflowArchitect` | Creates and maintains workflow definitions with complete architecture, Gitea integration, and quality gates. | ollama-cloud/glm-5.1 | thinking |
 
 
 
-**Note:** For AgentArchitect, use `subagent_type: "system-analyst"` with prompt "You are Agent Architect..." (workaround for unsupported agent-architect type).
+**Note:** All agents above are accessible via Task tool with their own `subagent_type` matching the agent name (e.g., `subagent_type: "agent-architect"`).
 
 ### Workflow Commands
 

.kilo/agents/agent-architect.md

@@ -1,7 +1,8 @@
 ---
 name: Agent Architect
 mode: subagent
-model: openrouter/qwen/qwen3.6-plus:free
+model: ollama-cloud/glm-5.1
+variant: thinking
 description: Creates, modifies, and reviews new agents, workflows, and skills based on capability gap analysis
 color: "#8B5CF6"
 permission:
@@ -61,10 +62,10 @@ Grant only required permissions:
 
 ### Appropriate Models
 Choose cost-effective models:
-- Complex reasoning: ollama-cloud/gpt-oss:120b
+- Complex reasoning: ollama-cloud/glm-5.1 (thinking)
 - Code generation: ollama-cloud/qwen3-coder:480b
-- Analysis: ollama-cloud/gpt-oss:120b
-- Simple tasks: qwen/qwen3.6-plus:free
+- Analysis: ollama-cloud/nemotron-3-super
+- Simple/validation: ollama-cloud/nematron-3-nano:30b
 
 ## Creation Process
 
@@ -287,7 +288,7 @@ cat > .kilo/agents/api-architect.md << 'EOF'
 ---
 description: Design and validate API schemas
 mode: subagent
-model: ollama-cloud/gpt-oss:120b
+model: ollama-cloud/glm-5.1
 color: "#F59E0B"
 permission:
   read: allow

.kilo/agents/backend-developer.md

@@ -13,6 +13,7 @@ permission:
   task:
     "*": deny
     "code-skeptic": allow
+    "orchestrator": allow
 ---
 
 # Kilo Code: Backend Developer

.kilo/agents/browser-automation.md

@@ -11,6 +11,9 @@ permission:
   glob: allow
   grep: allow
   webfetch: allow
+  task:
+    "*": deny
+    "orchestrator": allow
 ---
 
 # Kilo Code: Browser Automation Agent
@@ -19,6 +22,13 @@ permission:
 
 You are **Browser Automation Agent** — an expert in web testing and browser control via Playwright MCP. You can navigate pages, fill forms, click elements, take screenshots, and validate UI using the Model Context Protocol.
 
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `playwright` | Playwright MCP setup and patterns |
+| `web-testing` | Web testing strategies |
+
 ## When to Use
 
 Invoke this agent when:

.kilo/agents/capability-analyst.md

@@ -1,8 +1,16 @@
 ---
 description: Analyzes task requirements against available agents, workflows, and skills. Identifies gaps and recommends new components.
 mode: subagent
-model: openrouter/qwen/qwen3.6-plus:free
+model: ollama-cloud/glm-5.1
 color: "#6366F1"
+permission:
+  read: allow
+  glob: allow
+  grep: allow
+  task:
+    "*": deny
+    "agent-architect": allow
+    "orchestrator": allow
 ---
 
 # Capability Analyst Agent

.kilo/agents/code-skeptic.md

@@ -132,6 +132,12 @@ Tests:
 - DO NOT focus only on style
 - DO NOT skip security review
 
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `quality-controller` | Quality gate patterns and checklists |
+
 ## Handoff Protocol
 
 After review:

.kilo/agents/devops-engineer.md

@@ -14,6 +14,7 @@ permission:
     "*": deny
     "code-skeptic": allow
     "security-auditor": allow
+    "orchestrator": allow
 ---
 
 # Kilo Code: DevOps Engineer

.kilo/agents/evaluator.md

@@ -1,7 +1,8 @@
 ---
 description: Scores agent effectiveness after task completion for continuous improvement
 mode: subagent
-model: openrouter/qwen/qwen3.6-plus:free
+model: ollama-cloud/glm-5.1
+variant: thinking
 color: "#047857"
 permission:
   read: allow

.kilo/agents/flutter-developer.md

@@ -13,6 +13,8 @@ permission:
   task:
     "*": deny
     "code-skeptic": allow
+    "visual-tester": allow
+    "orchestrator": allow
 ---
 
 # Kilo Code: Flutter Developer

.kilo/agents/frontend-developer.md

@@ -13,6 +13,8 @@ permission:
   task:
     "*": deny
     "code-skeptic": allow
+    "visual-tester": allow
+    "orchestrator": allow
 ---
 
 # Kilo Code: Frontend Developer

.kilo/agents/go-developer.md

@@ -13,6 +13,7 @@ permission:
   task:
     "*": deny
     "code-skeptic": allow
+    "orchestrator": allow
 ---
 
 # Kilo Code: Go Developer

.kilo/agents/lead-developer.md

@@ -2,6 +2,7 @@
 description: Primary code writer for backend and core logic. Writes implementation to pass tests
 mode: subagent
 model: ollama-cloud/qwen3-coder:480b
+variant: thinking
 color: "#DC2626"
 permission:
   read: allow

.kilo/agents/markdown-validator.md

@@ -3,6 +3,14 @@ description: Validates and corrects Markdown descriptions for Gitea issues
 mode: subagent
 model: ollama-cloud/nemotron-3-nano:30b
 color: "#F97316"
+permission:
+  read: allow
+  edit: allow
+  glob: allow
+  grep: allow
+  task:
+    "*": deny
+    "orchestrator": allow
 ---
 
 # Markdown Validator Agent

.kilo/agents/memory-manager.md

@@ -18,6 +18,12 @@ permission:
 
 You are **Memory Manager** — responsible for managing all memory systems. Based on Lilian Weng's agent architecture research.
 
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `memory-systems` | Memory architecture patterns |
+
 ## Memory Types
 
 ### 1. Short-Term Memory (Context Window)

.kilo/agents/orchestrator.md

@@ -1,7 +1,8 @@
 ---
 description: Main dispatcher. Routes tasks between agents based on Issue status and manages the workflow state machine. IF:90 for optimal routing accuracy.
 mode: all
-model: ollama-cloud/glm-5
+model: ollama-cloud/glm-5.1
+variant: thinking
 color: "#7C3AED"
 permission:
   read: allow

.kilo/agents/pipeline-judge.md

@@ -1,7 +1,7 @@
 ---
 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.
 mode: subagent
-model: openrouter/qwen/qwen3.6-plus:free
+model: ollama-cloud/glm-5.1
 color: "#DC2626"
 permission:
   read: allow
@@ -35,6 +35,12 @@ You produce a **fitness score** that drives evolutionary optimization.
 - After a model swap recommendation is applied
 - On `/evaluate` command
 
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `evolution-sync` | Fitness history synchronization and dashboard data |
+
 ## Fitness Score Formula
 
 ```

.kilo/agents/planner.md

@@ -53,3 +53,10 @@ Iterative execution with reflection between steps.
 ### Rollback Plan
 If {failure}: {rollback_action}
 ```
+
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `planning-patterns` | CoT/ToT/Plan-Execute-Reflect strategies |
+| `task-analysis` | Task decomposition and dependency analysis |

.kilo/agents/product-owner.md

@@ -1,7 +1,7 @@
 ---
 description: Manages issue checklists, status labels, tracks progress and coordinates with human users
 mode: subagent
-model: openrouter/qwen/qwen3.6-plus:free
+model: ollama-cloud/glm-5.1
 color: "#EA580C"
 permission:
   read: allow
@@ -90,6 +90,13 @@ After update:
 2. Update checklist checkboxes
 3. Update status labels
 4. Notify relevant agents
+
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `gitea` | Gitea API integration |
+| `scoped-labels` | Label management and status tracking |
 ## Gitea Commenting (MANDATORY)
 
 **You MUST post a comment to the Gitea issue after completing your work.**

.kilo/agents/prompt-optimizer.md

@@ -1,7 +1,8 @@
 ---
 description: Improves agent system prompts based on performance failures. Meta-learner for prompt optimization
 mode: subagent
-model: openrouter/qwen/qwen3.6-plus:free
+model: ollama-cloud/glm-5.1
+variant: instant
 color: "#BE185D"
 permission:
   read: allow

.kilo/agents/reflector.md

@@ -13,6 +13,12 @@ permission:
 
 # Kilo Code: Reflector
 
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `research-cycle` | Self-improvement and research iteration patterns |
+
 ## Role Definition
 
 You are **Reflector** — the self-improvement specialist using Reflexion pattern (Shinn & Labash 2023).

.kilo/agents/release-manager.md

@@ -1,7 +1,7 @@
 ---
 description: Manages git operations, semantic versioning, branching, and deployments. Ensures clean history
 mode: subagent
-model: openrouter/qwen/qwen3.6-plus:free
+model: ollama-cloud/glm-5.1
 color: "#581C87"
 permission:
   read: allow

.kilo/agents/requirement-refiner.md

@@ -1,7 +1,8 @@
 ---
 description: Converts vague ideas and bug reports into strict User Stories with acceptance criteria checklists
 mode: all
-model: ollama-cloud/glm-5
+model: ollama-cloud/glm-5.1
+variant: thinking
 color: "#4F46E5"
 permission:
   read: allow

.kilo/agents/sdet-engineer.md

@@ -2,6 +2,7 @@
 description: Writes tests following TDD methodology. Tests MUST fail initially (Red phase)
 mode: all
 model: ollama-cloud/qwen3-coder:480b
+variant: thinking
 color: "#8B5CF6"
 permission:
   read: allow

.kilo/agents/system-analyst.md

@@ -1,7 +1,8 @@
 ---
 description: Designs technical specifications, data schemas, and API contracts before implementation
 mode: subagent
-model: ollama-cloud/glm-5
+model: ollama-cloud/glm-5.1
+variant: thinking
 color: "#0891B2"
 permission:
   read: allow
@@ -12,6 +13,8 @@ permission:
   grep: allow
   task:
     "*": deny
+    "sdet-engineer": allow
+    "orchestrator": allow
 ---
 
 # Kilo Code: System Analyst

.kilo/agents/the-fixer.md

@@ -96,6 +96,12 @@ After fix:
 2. Document the fix
 3. Use Task tool with subagent_type: "code-skeptic" for re-review
 4. If max iterations reached, use Task tool with subagent_type: "orchestrator" for escalation
+
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `fix-workflow` | Iterative fix loop patterns |
 ## Gitea Commenting (MANDATORY)
 
 **You MUST post a comment to the Gitea issue after completing your work.**

.kilo/agents/visual-tester.md

@@ -10,6 +10,10 @@ permission:
   bash: allow
   glob: allow
   grep: allow
+  task:
+    "*": deny
+    "the-fixer": allow
+    "orchestrator": allow
 ---
 
 # Kilo Code: Visual Tester Agent

.kilo/agents/workflow-architect.md

@@ -1,7 +1,8 @@
 ---
 description: Creates and maintains workflow definitions with complete architecture, Gitea integration, and quality gates
 mode: subagent
-model: openrouter/qwen/qwen3.6-plus:free
+model: ollama-cloud/glm-5.1
+variant: thinking
 color: "#EC4899"
 permission:
   read: allow
@@ -27,6 +28,12 @@ You are the **Workflow Architect** — responsible for creating workflow definit
 4. Ensure complete, tested, documented delivery
 5. Can be handed to client independently
 
+## Skills Reference
+
+| Skill | Purpose |
+|-------|---------|
+| `gitea-workflow` | Gitea issue/label integration patterns |
+
 ## When to Use
 
 Invoke when:

.kilo/capability-index.yaml

@@ -20,7 +20,11 @@ agents:
       - test_writing
       - code_review
     model: ollama-cloud/qwen3-coder:480b
+    variant: thinking
     mode: subagent
+    delegates_to:
+      - code-skeptic
+      - orchestrator
 
   frontend-developer:
     capabilities:
@@ -40,6 +44,10 @@ agents:
       - backend_code
     model: ollama-cloud/qwen3-coder:480b
     mode: subagent
+    delegates_to:
+      - code-skeptic
+      - visual-tester
+      - orchestrator
 
   backend-developer:
     capabilities:
@@ -60,6 +68,9 @@ agents:
       - frontend_code
     model: ollama-cloud/qwen3-coder:480b
     mode: subagent
+    delegates_to:
+      - code-skeptic
+      - orchestrator
 
   go-developer:
     capabilities:
@@ -84,6 +95,9 @@ agents:
       - frontend_code
     model: ollama-cloud/qwen3-coder:480b
     mode: subagent
+    delegates_to:
+      - code-skeptic
+      - orchestrator
 
   flutter-developer:
     capabilities:
@@ -105,6 +119,10 @@ agents:
       - web_development
     model: ollama-cloud/qwen3-coder:480b
     mode: subagent
+    delegates_to:
+      - code-skeptic
+      - visual-tester
+      - orchestrator
 
   devops-engineer:
     capabilities:
@@ -124,6 +142,10 @@ agents:
       - application_code
     model: ollama-cloud/nemotron-3-super
     mode: subagent
+    delegates_to:
+      - code-skeptic
+      - security-auditor
+      - orchestrator
 
   # Quality Assurance
   sdet-engineer:
@@ -143,7 +165,11 @@ agents:
     forbidden:
       - implementation_code
     model: ollama-cloud/qwen3-coder:480b
+    variant: thinking
     mode: subagent
+    delegates_to:
+      - lead-developer
+      - orchestrator
 
   code-skeptic:
     capabilities:
@@ -162,6 +188,10 @@ agents:
       - write_code
     model: ollama-cloud/minimax-m2.5
     mode: subagent
+    delegates_to:
+      - the-fixer
+      - performance-engineer
+      - orchestrator
 
   # Security & Performance
   security-auditor:
@@ -180,6 +210,10 @@ agents:
       - fix_vulnerabilities
     model: ollama-cloud/nemotron-3-super
     mode: subagent
+    delegates_to:
+      - the-fixer
+      - release-manager
+      - orchestrator
 
   performance-engineer:
     capabilities:
@@ -197,6 +231,29 @@ agents:
       - write_code
     model: ollama-cloud/nemotron-3-super
     mode: subagent
+    delegates_to:
+      - the-fixer
+      - security-auditor
+      - orchestrator
+
+  the-fixer:
+    capabilities:
+      - bug_fixing
+      - issue_resolution
+      - code_correction
+    receives:
+      - issue_list
+      - code_context
+    produces:
+      - code_fixes
+      - resolution_notes
+    forbidden:
+      - feature_development
+    model: ollama-cloud/minimax-m2.5
+    mode: subagent
+    delegates_to:
+      - code-skeptic
+      - orchestrator
 
   # Specialized Development
   browser-automation:
@@ -215,6 +272,8 @@ agents:
       - unit_testing
     model: ollama-cloud/qwen3-coder:480b
     mode: subagent
+    delegates_to:
+      - orchestrator
 
   visual-tester:
     capabilities:
@@ -232,6 +291,9 @@ agents:
       - code_changes
     model: ollama-cloud/qwen3-coder:480b
     mode: subagent
+    delegates_to:
+      - the-fixer
+      - orchestrator
 
   # Analysis & Design
   system-analyst:
@@ -249,8 +311,12 @@ agents:
       - database_schemas
     forbidden:
       - implementation
-    model: ollama-cloud/glm-5
+    model: ollama-cloud/glm-5.1
+    variant: thinking
     mode: subagent
+    delegates_to:
+      - sdet-engineer
+      - orchestrator
 
   requirement-refiner:
     capabilities:
@@ -267,8 +333,12 @@ agents:
       - requirements_doc
     forbidden:
       - design_decisions
-    model: ollama-cloud/glm-5
+    model: ollama-cloud/glm-5.1
+    variant: thinking
     mode: subagent
+    delegates_to:
+      - history-miner
+      - system-analyst
 
   history-miner:
     capabilities:
@@ -287,6 +357,7 @@ agents:
       - code_changes
     model: ollama-cloud/nemotron-3-super
     mode: subagent
+    delegates_to: []
 
   capability-analyst:
     capabilities:
@@ -302,8 +373,11 @@ agents:
       - new_agent_specs
     forbidden:
       - implementation
-    model: openrouter/qwen/qwen3.6-plus:free
+    model: ollama-cloud/glm-5.1
     mode: subagent
+    delegates_to:
+      - agent-architect
+      - orchestrator
 
   # Process Management
   orchestrator:
@@ -321,8 +395,38 @@ agents:
     forbidden:
       - code_writing
       - code_review
-    model: ollama-cloud/glm-5
-    mode: primary
+    model: ollama-cloud/glm-5.1
+    variant: thinking
+    mode: all
+    delegates_to:
+      - history-miner
+      - system-analyst
+      - sdet-engineer
+      - lead-developer
+      - code-skeptic
+      - the-fixer
+      - frontend-developer
+      - backend-developer
+      - go-developer
+      - flutter-developer
+      - performance-engineer
+      - security-auditor
+      - visual-tester
+      - browser-automation
+      - devops-engineer
+      - release-manager
+      - requirement-refiner
+      - capability-analyst
+      - workflow-architect
+      - markdown-validator
+      - evaluator
+      - prompt-optimizer
+      - product-owner
+      - pipeline-judge
+      - planner
+      - reflector
+      - memory-manager
+      - agent-architect
 
   release-manager:
     capabilities:
@@ -340,8 +444,10 @@ agents:
     forbidden:
       - code_changes
       - feature_development
-    model: openrouter/qwen/qwen3.6-plus:free
+    model: ollama-cloud/glm-5.1
     mode: subagent
+    delegates_to:
+      - evaluator
 
   evaluator:
     capabilities:
@@ -358,8 +464,13 @@ agents:
       - recommendations
     forbidden:
       - code_changes
-    model: openrouter/qwen/qwen3.6-plus:free
+    model: ollama-cloud/glm-5.1
+    variant: thinking
     mode: subagent
+    delegates_to:
+      - prompt-optimizer
+      - product-owner
+      - orchestrator
 
   prompt-optimizer:
     capabilities:
@@ -374,27 +485,11 @@ agents:
       - optimization_report
     forbidden:
       - agent_creation
-    model: openrouter/qwen/qwen3.6-plus:free
+    model: ollama-cloud/glm-5.1
+    variant: instant
     mode: subagent
+    delegates_to: []
 
-  # Fixes
-  the-fixer:
-    capabilities:
-      - bug_fixing
-      - issue_resolution
-      - code_correction
-    receives:
-      - issue_list
-      - code_context
-    produces:
-      - code_fixes
-      - resolution_notes
-    forbidden:
-      - feature_development
-    model: ollama-cloud/minimax-m2.5
-    mode: subagent
-
-  # Product Management
   product-owner:
     capabilities:
       - issue_management
@@ -410,8 +505,31 @@ agents:
       - issue closures
     forbidden:
       - implementation
-    model: openrouter/qwen/qwen3.6-plus:free
+    model: ollama-cloud/glm-5.1
     mode: subagent
+    delegates_to: []
+
+  pipeline-judge:
+    capabilities:
+      - test_execution
+      - fitness_scoring
+      - metric_collection
+      - bottleneck_detection
+    receives:
+      - completed_workflow
+      - pipeline_logs
+    produces:
+      - fitness_report
+      - bottleneck_analysis
+      - improvement_triggers
+    forbidden:
+      - code_writing
+      - code_changes
+      - prompt_changes
+    model: ollama-cloud/glm-5.1
+    mode: subagent
+    delegates_to:
+      - prompt-optimizer
 
   # Workflow
   workflow-architect:
@@ -426,8 +544,10 @@ agents:
       - command_files
     forbidden:
       - execution
-    model: openrouter/qwen/qwen3.6-plus:free
+    model: ollama-cloud/glm-5.1
+    variant: thinking
     mode: subagent
+    delegates_to: []
 
   # Validation
   markdown-validator:
@@ -444,6 +564,8 @@ agents:
       - content_creation
     model: ollama-cloud/nemotron-3-nano:30b
     mode: subagent
+    delegates_to:
+      - orchestrator
 
   agent-architect:
     capabilities:
@@ -457,10 +579,15 @@ agents:
       - integration_plan
     forbidden:
       - agent_execution
-    model: openrouter/qwen/qwen3.6-plus:free
+    model: ollama-cloud/glm-5.1
+    variant: thinking
     mode: subagent
+    delegates_to:
+      - capability-analyst
+      - requirement-refiner
+      - system-analyst
 
-  # Cognitive Enhancement (New - Research Based)
+  # Cognitive Enhancement
   planner:
     capabilities:
       - task_decomposition
@@ -480,6 +607,7 @@ agents:
       - execution
     model: ollama-cloud/nemotron-3-super
     mode: subagent
+    delegates_to: []
 
   reflector:
     capabilities:
@@ -500,6 +628,7 @@ agents:
       - code_changes
     model: ollama-cloud/nemotron-3-super
     mode: subagent
+    delegates_to: []
 
   memory-manager:
     capabilities:
@@ -520,26 +649,7 @@ agents:
       - implementation
     model: ollama-cloud/nemotron-3-super
     mode: subagent
-
-  pipeline-judge:
-    capabilities:
-      - test_execution
-      - fitness_scoring
-      - metric_collection
-      - bottleneck_detection
-    receives:
-      - completed_workflow
-      - pipeline_logs
-    produces:
-      - fitness_report
-      - bottleneck_analysis
-      - improvement_triggers
-    forbidden:
-      - code_writing
-      - code_changes
-      - prompt_changes
-    model: openrouter/qwen/qwen3.6-plus:free
-    mode: subagent
+    delegates_to: []
 
   # Capability Routing Map
   capability_routing:
@@ -583,12 +693,12 @@ agents:
     fitness_scoring: pipeline-judge
     test_execution: pipeline-judge
     bottleneck_detection: pipeline-judge
-  # Go Development
-  go_api_development: go-developer
-  go_database_design: go-developer
-  go_concurrent_programming: go-developer
-  go_authentication: go-developer
-  go_microservices: go-developer
+    # Go Development
+    go_api_development: go-developer
+    go_database_design: go-developer
+    go_concurrent_programming: go-developer
+    go_authentication: go-developer
+    go_microservices: go-developer
 
 # Parallelizable Tasks
 parallel_groups:

.kilo/kilo.jsonc

@@ -4,12 +4,13 @@
   "skills": {
     "paths": [".kilo/skills"]
   },
-      "model": "openrouter/qwen/qwen3.6-plus:free",
+  "model": "ollama-cloud/glm-5.1",
   "default_agent": "orchestrator",
   "agent": {
     "orchestrator": {
-      "model": "openrouter/qwen/qwen3.6-plus:free",
-      "description": "Main dispatcher. Routes tasks between agents based on Issue status. IF:90 for optimal routing accuracy.",
+      "model": "ollama-cloud/glm-5.1",
+      "variant": "thinking",
+      "description": "Main dispatcher. Routes tasks between agents based on Issue status. GLM-5.1 thinking for optimal routing.",
       "mode": "all",
       "permission": {
         "read": "allow",
@@ -30,11 +31,13 @@
     },
     "code": {
       "model": "ollama-cloud/qwen3-coder:480b",
+      "variant": "thinking",
       "description": "Primary code writer. Full tool access for development tasks.",
       "mode": "primary"
     },
     "ask": {
-      "model": "openrouter/qwen/qwen3.6-plus:free",
+      "model": "ollama-cloud/glm-5.1",
+      "variant": "instant",
       "description": "Read-only Q&A agent for codebase questions.",
       "mode": "primary"
     },
@@ -44,8 +47,9 @@
       "mode": "primary"
     },
     "debug": {
-      "model": "openrouter/qwen/qwen3.6-plus:free",
-      "description": "Bug diagnostics and troubleshooting. IF:90, score:85★, 1M context. Best model for debugging.",
+      "model": "ollama-cloud/glm-5.1",
+      "variant": "thinking",
+      "description": "Bug diagnostics and troubleshooting. GLM-5.1 ★88, reasoning for deep debug.",
       "mode": "primary"
     }
   }