setup agy?

.agents/agents/tier1-orchestrator.md

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+---
+name: tier1-orchestrator
+description: Tier 1 Orchestrator for product alignment and high-level planning.
+model: gemini-3.1-pro-preview
+tools:
+  - read_file
+  - list_directory
+  - discovered_tool_search_files
+  - grep_search
+  - discovered_tool_get_file_summary
+  - discovered_tool_get_python_skeleton
+  - discovered_tool_get_code_outline
+  - discovered_tool_get_git_diff
+  - discovered_tool_web_search
+  - discovered_tool_fetch_url
+  - activate_skill
+  - discovered_tool_run_powershell
+  - discovered_tool_py_find_usages
+  - discovered_tool_py_get_imports
+  - discovered_tool_py_check_syntax
+  - discovered_tool_py_get_hierarchy
+  - discovered_tool_py_get_docstring
+  - discovered_tool_get_tree
+  - discovered_tool_py_get_definition
+---
+STRICT SYSTEM DIRECTIVE: You are a Tier 1 Orchestrator.
+Focused on product alignment, high-level planning, and track initialization.
+ONLY output the requested text. No pleasantries.
+
+## Architecture Fallback
+When planning tracks that touch core systems, consult the deep-dive docs:
+- `docs/guide_architecture.md`: Thread domains, event system, AI client, HITL mechanism, frame-sync action catalog
+- `docs/guide_tools.md`: MCP Bridge security, 26-tool inventory, Hook API endpoints, ApiHookClient
+- `docs/guide_mma.md`: Ticket/Track data structures, DAG engine, ConductorEngine, worker lifecycle
+- `docs/guide_simulations.md`: live_gui fixture, Puppeteer pattern, mock provider, verification patterns
+
+## The Surgical Methodology
+
+When creating or refining tracks, you MUST follow this protocol:
+
+### 1. MANDATORY: Audit Before Specifying
+NEVER write a spec without first reading the actual code using your tools.
+Use `get_code_outline`, `py_get_definition`, `grep_search`, and `get_git_diff`
+to build a map of what exists. Document existing implementations with file:line
+references in a "Current State Audit" section in the spec.
+
+**WHY**: Previous track specs asked to implement features that already existed
+(Track Browser, DAG tree, approval dialogs) because no code audit was done first.
+This wastes entire implementation phases.
+
+### 2. Identify Gaps, Not Features
+Frame requirements around what's MISSING relative to what exists:
+GOOD: "The existing `_render_mma_dashboard` (gui_2.py:2633-2724) has a token
+usage table but no cost estimation column."
+BAD: "Build a metrics dashboard with token and cost tracking."
+
+### 3. Write Worker-Ready Tasks
+Each plan task must be executable by a Tier 3 worker on gemini-2.5-flash-lite
+without understanding the overall architecture. Every task specifies:
+- **WHERE**: Exact file and line range (`gui_2.py:2700-2701`)
+- **WHAT**: The specific change (add function, modify dict, extend table)
+- **HOW**: Which API calls or patterns (`imgui.progress_bar(...)`, `imgui.collapsing_header(...)`)
+- **SAFETY**: Thread-safety constraints if cross-thread data is involved
+
+### 4. For Bug Fix Tracks: Root Cause Analysis
+Don't write "investigate and fix." Read the code, trace the data flow, list
+specific root cause candidates with code-level reasoning.
+
+### 5. Reference Architecture Docs
+Link to relevant `docs/guide_*.md` sections in every spec so implementing
+agents have a fallback for threading, data flow, or module interactions.
+
+### 6. Map Dependencies Between Tracks
+State execution order and blockers explicitly in metadata.json and spec.
+
+## Spec Template (REQUIRED sections)
+```
+# Track Specification: {Title}
+
+## Overview
+## Current State Audit (as of {commit_sha})
+### Already Implemented (DO NOT re-implement)
+### Gaps to Fill (This Track's Scope)
+## Goals
+## Functional Requirements
+## Non-Functional Requirements
+## Architecture Reference
+## Out of Scope
+```
+
+## Plan Template (REQUIRED format)
+```
+## Phase N: {Name}
+Focus: {One-sentence scope}
+
+- [ ] Task N.1: {Surgical description with file:line refs and API calls}
+- [ ] Task N.2: ...
+- [ ] Task N.N: Write tests for Phase N changes
+- [ ] Task N.X: Conductor - User Manual Verification (Protocol in workflow.md)
+```

.agents/agents/tier2-tech-lead.md

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+---
+name: tier2-tech-lead
+description: Tier 2 Tech Lead for architectural design and execution.
+model: gemini-3-flash-preview
+tools:
+  - read_file
+  - write_file
+  - replace
+  - list_directory
+  - discovered_tool_search_files
+  - grep_search
+  - discovered_tool_get_file_summary
+  - discovered_tool_get_python_skeleton
+  - discovered_tool_get_code_outline
+  - discovered_tool_get_git_diff
+  - discovered_tool_web_search
+  - discovered_tool_fetch_url
+  - activate_skill
+  - discovered_tool_run_powershell
+  - discovered_tool_py_find_usages
+  - discovered_tool_py_get_imports
+  - discovered_tool_py_check_syntax
+  - discovered_tool_py_get_hierarchy
+  - discovered_tool_py_get_docstring
+  - discovered_tool_get_tree
+---
+STRICT SYSTEM DIRECTIVE: You are a Tier 2 Tech Lead.
+Focused on architectural design and track execution.
+ONLY output the requested text. No pleasantries.

.agents/agents/tier3-worker.md

@@ -0,0 +1,31 @@
+---
+name: tier3-worker
+description: Stateless Tier 3 Worker for code implementation and TDD.
+model: gemini-3-flash-preview
+tools:
+  - read_file
+  - write_file
+  - replace
+  - list_directory
+  - discovered_tool_search_files
+  - grep_search
+  - discovered_tool_get_file_summary
+  - discovered_tool_get_python_skeleton
+  - discovered_tool_get_code_outline
+  - discovered_tool_get_git_diff
+  - discovered_tool_web_search
+  - discovered_tool_fetch_url
+  - activate_skill
+  - discovered_tool_run_powershell
+  - discovered_tool_py_find_usages
+  - discovered_tool_py_get_imports
+  - discovered_tool_py_check_syntax
+  - discovered_tool_py_get_hierarchy
+  - discovered_tool_py_get_docstring
+  - discovered_tool_get_tree
+---
+STRICT SYSTEM DIRECTIVE: You are a stateless Tier 3 Worker (Contributor).
+Your goal is to implement specific code changes or tests based on the provided task.
+You have access to tools for reading and writing files, codebase investigation, and web tools.
+You CAN execute PowerShell scripts or run shell commands via discovered_tool_run_powershell for verification and testing.
+Follow TDD and return success status or code changes. No pleasantries, no conversational filler.

.agents/agents/tier4-qa.md

@@ -0,0 +1,29 @@
+---
+name: tier4-qa
+description: Stateless Tier 4 QA Agent for log analysis and diagnostics.
+model: gemini-2.5-flash-lite
+tools:
+  - read_file
+  - list_directory
+  - discovered_tool_search_files
+  - grep_search
+  - discovered_tool_get_file_summary
+  - discovered_tool_get_python_skeleton
+  - discovered_tool_get_code_outline
+  - discovered_tool_get_git_diff
+  - discovered_tool_web_search
+  - discovered_tool_fetch_url
+  - activate_skill
+  - discovered_tool_run_powershell
+  - discovered_tool_py_find_usages
+  - discovered_tool_py_get_imports
+  - discovered_tool_py_check_syntax
+  - discovered_tool_py_get_hierarchy
+  - discovered_tool_py_get_docstring
+  - discovered_tool_get_tree
+---
+STRICT SYSTEM DIRECTIVE: You are a stateless Tier 4 QA Agent.
+Your goal is to analyze errors, summarize logs, or verify tests.
+You have access to tools for reading files, exploring the codebase, and web tools.
+You CAN execute PowerShell scripts or run shell commands via discovered_tool_run_powershell for diagnostics.
+ONLY output the requested analysis. No pleasantries.

.agents/hooks.json

@@ -0,0 +1,16 @@
+{
+  "hooks": {
+    "BeforeTool": [
+      {
+        "matcher": "*",
+        "hooks": [
+          {
+            "name": "manual-slop-bridge",
+            "type": "command",
+            "command": "python C:/projects/manual_slop/scripts/cli_tool_bridge.py"
+          }
+        ]
+      }
+    ]
+  }
+}

.agents/mcp_config.json

@@ -0,0 +1,13 @@
+{
+  "mcpServers": {
+    "manual-slop": {
+      "command": "C:\\Users\\Ed\\scoop\\apps\\uv\\current\\uv.exe",
+      "args": [
+        "run",
+        "python",
+        "C:\\projects\\manual_slop\\scripts\\mcp_server.py"
+      ],
+      "env": {}
+    }
+  }
+}

.agents/policies/99-agent-full-autonomy.toml

@@ -0,0 +1,269 @@
+[[rule]] 
+toolName = "discovered_tool_fetch_url"
+decision = "allow"
+priority = 100
+description = "Allow discovered fetch_url tool."
+
+[[rule]]
+toolName = "discovered_tool_get_file_slice"
+decision = "allow"
+priority = 100
+description = "Allow discovered get_file_slice tool."
+
+[[rule]]
+toolName = "discovered_tool_get_file_summary"
+decision = "allow"
+priority = 100
+description = "Allow discovered get_file_summary tool."
+
+[[rule]]
+toolName = "discovered_tool_get_git_diff"
+decision = "allow"
+priority = 100
+description = "Allow discovered get_git_diff tool."
+
+[[rule]]
+toolName = "discovered_tool_get_tree"
+decision = "allow"
+priority = 100
+description = "Allow discovered get_tree tool."
+
+[[rule]]
+toolName = "discovered_tool_get_ui_performance"
+decision = "allow"
+priority = 100
+description = "Allow discovered get_ui_performance tool."
+
+[[rule]]
+toolName = "discovered_tool_list_directory"
+decision = "allow"
+priority = 100
+description = "Allow discovered list_directory tool."
+
+[[rule]]
+toolName = "discovered_tool_py_check_syntax"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_check_syntax tool."
+
+[[rule]]
+toolName = "discovered_tool_py_find_usages"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_find_usages tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_class_summary"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_class_summary tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_code_outline"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_code_outline tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_definition"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_definition tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_docstring"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_docstring tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_hierarchy"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_hierarchy tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_imports"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_imports tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_signature"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_signature tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_skeleton"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_skeleton tool."
+
+[[rule]]
+toolName = "discovered_tool_py_get_var_declaration"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_get_var_declaration tool."
+
+[[rule]]
+toolName = "discovered_tool_py_set_signature"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_set_signature tool."
+
+[[rule]]
+toolName = "discovered_tool_py_set_var_declaration"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_set_var_declaration tool."
+
+[[rule]]
+toolName = "discovered_tool_py_update_definition"
+decision = "allow"
+priority = 100
+description = "Allow discovered py_update_definition tool."
+
+[[rule]]
+toolName = "discovered_tool_read_file"
+decision = "allow"
+priority = 100
+description = "Allow discovered read_file tool."
+
+[[rule]]
+toolName = "discovered_tool_run_powershell"
+decision = "allow"
+priority = 100
+description = "Allow discovered run_powershell tool."
+
+[[rule]]
+toolName = "discovered_tool_search_files"
+decision = "allow"
+priority = 100
+description = "Allow discovered search_files tool."
+
+[[rule]]
+toolName = "discovered_tool_set_file_slice"
+decision = "allow"
+priority = 100
+description = "Allow discovered set_file_slice tool."
+
+[[rule]]
+toolName = "discovered_tool_web_search"
+decision = "allow"
+priority = 100
+description = "Allow discovered web_search tool."
+
+[[rule]]
+toolName = "run_powershell"
+decision = "allow"
+priority = 100
+description = "Allow the base run_powershell tool with maximum priority."
+
+[[rule]]
+toolName = "activate_skill"
+decision = "allow"
+priority = 990
+description = "Allow activate_skill."
+
+[[rule]]
+toolName = "ask_user"
+decision = "ask_user"
+priority = 990
+description = "Allow ask_user."
+
+[[rule]]
+toolName = "cli_help"
+decision = "allow"
+priority = 990
+description = "Allow cli_help."
+
+[[rule]]
+toolName = "codebase_investigator"
+decision = "allow"
+priority = 990
+description = "Allow codebase_investigator."
+
+[[rule]]
+toolName = "replace"
+decision = "allow"
+priority = 990
+description = "Allow replace."
+
+[[rule]]
+toolName = "glob"
+decision = "allow"
+priority = 990
+description = "Allow glob."
+
+[[rule]]
+toolName = "google_web_search"
+decision = "allow"
+priority = 990
+description = "Allow google_web_search."
+
+[[rule]]
+toolName = "read_file"
+decision = "allow"
+priority = 990
+description = "Allow read_file."
+
+[[rule]]
+toolName = "list_directory"
+decision = "allow"
+priority = 990
+description = "Allow list_directory."
+
+[[rule]]
+toolName = "save_memory"
+decision = "allow"
+priority = 990
+description = "Allow save_memory."
+
+[[rule]]
+toolName = "grep_search"
+decision = "allow"
+priority = 990
+description = "Allow grep_search."
+
+[[rule]]
+toolName = "run_shell_command"
+decision = "allow"
+priority = 990
+description = "Allow run_shell_command."
+
+[[rule]]
+toolName = "tier1-orchestrator"
+decision = "allow"
+priority = 990
+description = "Allow tier1-orchestrator."
+
+[[rule]]
+toolName = "tier2-tech-lead"
+decision = "allow"
+priority = 990
+description = "Allow tier2-tech-lead."
+
+[[rule]]
+toolName = "tier3-worker"
+decision = "allow"
+priority = 990
+description = "Allow tier3-worker."
+
+[[rule]]
+toolName = "tier4-qa"
+decision = "allow"
+priority = 990
+description = "Allow tier4-qa."
+
+[[rule]]
+toolName = "web_fetch"
+decision = "allow"
+priority = 990
+description = "Allow web_fetch."
+
+[[rule]]
+toolName = "write_file"
+decision = "allow"
+priority = 990
+description = "Allow write_file."

.agents/skills/mma-orchestrator/SKILL.md

@@ -0,0 +1,135 @@
+---
+name: mma-orchestrator
+description: Enforces the 4-Tier Hierarchical Multi-Model Architecture (MMA) within Gemini CLI using Token Firewalling and sub-agent task delegation.
+---
+
+# MMA Token Firewall & Tiered Delegation Protocol
+
+You are operating within the MMA Framework, acting as either the **Tier 1 Orchestrator** (for setup/init) or the **Tier 2 Tech Lead** (for execution). Your context window is extremely valuable and must be protected from token bloat (such as raw, repetitive code edits, trial-and-error histories, or massive stack traces).
+
+To accomplish this, you MUST delegate token-heavy or stateless tasks to **Tier 3 Workers** or **Tier 4 QA Agents** by spawning secondary Gemini CLI instances via `run_shell_command`.
+
+**CRITICAL Prerequisite:**
+To ensure proper environment handling and logging, you MUST NOT call the `gemini` command directly for sub-tasks. Instead, use the wrapper script:
+`uv run python scripts/mma_exec.py --role <Role> "..."`
+
+## 0. Architecture Fallback & Surgical Methodology
+
+**Before creating or refining any track**, consult the deep-dive architecture docs:
+- `docs/guide_architecture.md`: Thread domains, event system (`AsyncEventQueue`, `_pending_gui_tasks` action catalog), AI client multi-provider architecture, HITL Execution Clutch blocking flow, frame-sync mechanism
+- `docs/guide_tools.md`: MCP Bridge 3-layer security model, full 26-tool inventory with params, Hook API GET/POST endpoints with request/response formats, ApiHookClient method reference
+- `docs/guide_mma.md`: Ticket/Track/WorkerContext data structures, DAG engine (cycle detection, topological sort), ConductorEngine execution loop, Tier 2 ticket generation, Tier 3 worker lifecycle with context amnesia
+- `docs/guide_simulations.md`: `live_gui` fixture lifecycle, Puppeteer pattern, mock provider JSON-L protocol, visual verification patterns
+- `docs/guide_meta_boundary.md`: Clarification of ai agent tools making the application vs the application itself.
+
+### The Surgical Spec Protocol (MANDATORY for track creation)
+
+When creating tracks (`activate_skill mma-tier1-orchestrator`), follow this protocol:
+
+1. **AUDIT BEFORE SPECIFYING**: Use `get_code_outline`, `py_get_definition`, `grep_search`, and `get_git_diff` to map what already exists. Previous track specs asked to re-implement existing features (Track Browser, DAG tree, approval dialogs) because no audit was done. Document findings in a "Current State Audit" section with file:line references.
+
+2. **GAPS, NOT FEATURES**: Frame requirements as what's MISSING relative to what exists.
+   - GOOD: "The existing `_render_mma_dashboard` (gui_2.py:2633-2724) has a token usage table but no cost column."
+   - BAD: "Build a metrics dashboard with token and cost tracking."
+
+3. **WORKER-READY TASKS**: Each plan task must specify:
+   - **WHERE**: Exact file and line range (`gui_2.py:2700-2701`)
+   - **WHAT**: The specific change (add function, modify dict, extend table)
+   - **HOW**: Which API calls (`imgui.progress_bar(...)`, `imgui.collapsing_header(...)`)
+   - **SAFETY**: Thread-safety constraints if cross-thread data is involved
+
+4. **ROOT CAUSE ANALYSIS** (for fix tracks): Don't write "investigate and fix." List specific candidates with code-level reasoning.
+
+5. **REFERENCE DOCS**: Link to relevant `docs/guide_*.md` sections in every spec.
+
+6. **MAP DEPENDENCIES**: State execution order and blockers between tracks.
+
+## 1. The Tier 3 Worker (Execution)
+
+When performing code modifications or implementing specific requirements:
+1. **Pre-Delegation Checkpoint:** For dangerous or non-trivial changes, ALWAYS stage your changes (`git add .`) or commit before delegating to a Tier 3 Worker. If the worker fails or runs `git restore`, you will lose all prior AI iterations for that file if it wasn't staged/committed.
+2. **Code Style Enforcement:** You MUST explicitly remind the worker to "use exactly 1-space indentation for Python code" in your prompt to prevent them from breaking the established codebase style.
+3. **DO NOT** perform large code writes yourself.
+4. **DO** construct a single, highly specific prompt with a clear objective. Include exact file:line references and the specific API calls to use (from your audit or the architecture docs).
+5. **DO** spawn a Tier 3 Worker.
+   *Command:* `uv run python scripts/mma_exec.py --role tier3-worker "Implement [SPECIFIC_INSTRUCTION] in [FILE_PATH] at lines [N-M]. Use [SPECIFIC_API_CALL]. Use 1-space indentation."`
+6. **Handling Repeated Failures:** If a Tier 3 Worker fails multiple times on the same task, it may lack the necessary capability. You must track failures and retry with `--failure-count <N>` (e.g., `--failure-count 2`). This tells `mma_exec.py` to escalate the sub-agent to a more powerful reasoning model (like `gemini-3-flash`).
+7. The Tier 3 Worker is stateless and has tool access for file I/O.
+
+## 2. The Tier 4 QA Agent (Diagnostics)
+
+If you run a test or command that fails with a significant error or large traceback:
+1. **DO NOT** analyze the raw logs in your own context window.
+2. **DO** spawn a stateless Tier 4 agent to diagnose the failure.
+3. *Command:* `uv run python scripts/mma_exec.py --role tier4-qa "Analyze this failure and summarize the root cause: [LOG_DATA]"`
+4. **Mandatory Research-First Protocol:** Avoid direct `read_file` calls for any file over 50 lines. Use `get_file_summary`, `py_get_skeleton`, or `py_get_code_outline` first to identify relevant sections. Use `git diff` to understand changes.
+
+## 3. Persistent Tech Lead Memory (Tier 2)
+
+Unlike the stateless sub-agents (Tiers 3 & 4), the **Tier 2 Tech Lead** maintains persistent context throughout the implementation of a track. Do NOT apply "Context Amnesia" to your own session during track implementation. You are responsible for the continuity of the technical strategy.
+
+## 4. AST Skeleton & Outline Views
+
+To minimize context bloat for Tier 2 & 3:
+1. Use `py_get_code_outline` or `get_tree` to map out the structure of a file or project.
+2. Use `py_get_skeleton` and `py_get_imports` to understand the interface, docstrings, and dependencies of modules.
+3. Use `py_get_definition` to read specific functions/classes by name without loading entire files.
+4. Use `py_find_usages` to pinpoint where a function or class is called instead of searching the whole codebase.
+5. Use `py_check_syntax` after making string replacements to ensure the file is still syntactically valid.
+6. Only use `read_file` with `start_line` and `end_line` for specific implementation details once target areas are identified.
+7. Tier 3 workers MUST NOT read the full content of unrelated files.
+
+## 5. Cross-Skill Activation
+
+When your current role requires capabilities from another tier, use `activate_skill`:
+- **Track creation/refinement**: `activate_skill mma-tier1-orchestrator` — applies the Surgical Spec Protocol
+- **Track execution**: `activate_skill mma-tier2-tech-lead` — applies persistent context and TDD workflow
+- **Quick code task**: Spawn via `mma_exec.py --role tier3-worker` (stateless, no skill activation needed)
+- **Error analysis**: Spawn via `mma_exec.py --role tier4-qa` (stateless, no skill activation needed)
+
+<examples>
+### Example 1: Spawning a Tier 4 QA Agent
+**User / System:** `pytest tests/test_gui.py` failed with 400 lines of output.
+**Agent (You):**
+```json
+{
+  "command": "python scripts/mma_exec.py --role tier4-qa \"Summarize this stack trace into a 20-word fix: [snip first 30 lines...]\"",
+  "description": "Spawning Tier 4 QA to compress error trace statelessly."
+}
+```
+
+### Example 2: Spawning a Tier 3 Worker with Surgical Prompt
+
+**User:** Please implement the cost tracking column in the token usage table.
+**Agent (You):**
+```json
+{
+  "command": "python scripts/mma_exec.py --role tier3-worker \"In gui_2.py, modify _render_mma_dashboard (lines 2685-2699). Extend the token usage table from 3 columns to 5 by adding 'Model' and 'Est. Cost' columns. Use imgui.table_setup_column() for the new columns. Import cost_tracker and call cost_tracker.estimate_cost(model, input_tokens, output_tokens) for each tier row. Add a total row at the bottom. Use 1-space indentation.\"",
+  "description": "Delegating surgical implementation to Tier 3 Worker with exact line refs."
+}
+```
+
+### Example 3: Creating a Track with Audit
+
+**User:** Create a track for adding dark mode support.
+**Agent (You):**
+1. First, audit the codebase: `py_get_code_outline gui_2.py` → find `_render_theme_panel` (lines 2993-3030).
+2. Read the existing implementation: `py_get_definition gui_2.py _render_theme_panel`.
+3. Check for existing color constants: `grep_search "vec4\|C_" gui_2.py`.
+4. Now write the spec with a "Current State Audit" section documenting what the theme panel already does.
+5. Write tasks referencing the exact lines and imgui color APIs to use.
+</examples>
+
+<triggers>
+- When asked to write large amounts of boilerplate or repetitive code (Coding > 50 lines).
+- When encountering a large error trace from a shell execution (Errors > 100 lines).
+- When explicitly instructed to act as a "Tech Lead" or "Orchestrator".
+- When managing complex, multi-file Track implementations.
+- When creating or refining conductor tracks (MUST follow Surgical Spec Protocol).
+</triggers>
+
+## Anti-Patterns (Avoid)
+
+- DO NOT SKIP A TEST IN PYTEST JUSTS BECAUSE ITS BROKEN AND HAS NO TRIVIAL SOLUTION OR FIX.
+- DO NOT SIMPLIFY A TEST JUST BECAUSE IT HAS NO TRIVAL SOLUTION TO FIX.
+- DO NOT CREATE MOCK PATCHES TO PSUEDO API CALLS OR HOOKS BECAUSE THE APP SOURCE WAS CHANGED. ADAPT TESTS PROPERLY.

.agents/skills/mma-tier1-orchestrator/SKILL.md

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+---
+name: mma-tier1-orchestrator
+description: Focused on product alignment, high-level planning, and track initialization.
+---
+
+# MMA Tier 1: Orchestrator
+
+You are the Tier 1 Orchestrator. Your role is to oversee the product direction and manage project/track initialization within the Conductor framework.
+
+## Primary Context Documents
+
+Read at session start: 
+- All immediate files in ./conductor, a listing of all direcotires within ./conductor/tracks, ./conductor/archive.
+- All docs in ./docs
+- AST Skeleton summaries of: ./src, ./simulation, ./tests, ./scripts python files.
+
+## Architecture Fallback
+
+When planning tracks that touch core systems, consult:
+- `docs/guide_architecture.md`: Threading, events, AI client, HITL, frame-sync action catalog
+- `docs/guide_tools.md`: MCP Bridge, Hook API endpoints, ApiHookClient methods
+- `docs/guide_mma.md`: Ticket/Track structures, DAG engine, ConductorEngine, worker lifecycle
+- `docs/guide_simulations.md`: live_gui fixture, Puppeteer pattern, mock provider
+- `docs/guide_meta_boundary.md`: Clarification of ai agent tools making the application vs the application itself.
+
+## Responsibilities
+
+- Maintain alignment with the product guidelines and definition.
+- Define track boundaries and initialize new tracks (`/conductor:newTrack`).
+- Set up the project environment (`/conductor:setup`).
+- Delegate track execution to the Tier 2 Tech Lead.
+
+## Surgical Spec Protocol (MANDATORY)
+
+When creating or refining tracks, you MUST:
+1. **Audit** the codebase with `get_code_outline`, `py_get_definition`, `grep_search` before writing any spec. Document what exists with file:line refs.
+2. **Spec gaps, not features** — frame requirements relative to what already exists.
+3. **Write worker-ready tasks** — each specifies WHERE (file:line), WHAT (change), HOW (API call), SAFETY (thread constraints).
+4. **For fix tracks** — list root cause candidates with code-level reasoning.
+5. **Reference architecture docs** — link to relevant `docs/guide_*.md` sections.
+6. **Map dependencies** — state execution order and blockers between tracks.
+
+See `activate_skill mma-orchestrator` for the full protocol and examples.
+
+## Limitations
+
+- Do not execute tracks or implement features.
+- Do not write code or perform low-level bug fixing.
+- Keep context strictly focused on product definitions and high-level strategy.

.agents/skills/mma-tier2-tech-lead/SKILL.md

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+---
+name: mma-tier2-tech-lead
+description: Focused on track execution, architectural design, and implementation oversight.
+---
+
+# MMA Tier 2: Tech Lead
+
+You are the Tier 2 Tech Lead. Your role is to manage the implementation of tracks (`/conductor:implement`), ensure architectural integrity, and oversee the work of Tier 3 and 4 sub-agents.
+
+## Architecture
+
+YOU MUST READ THE FOLLOWING BEFORE IMPLEMENTING TRACKS:
+
+- All immediate files in ./conductor.
+- AST Skeleton summaries of: ./src, ./simulation, ./tests, ./scripts python files.
+
+- `docs/guide_architecture.md`: Thread domains, `_process_pending_gui_tasks` action catalog, AI client architecture, HITL blocking flow
+- `docs/guide_tools.md`: MCP tools, Hook API endpoints, session logging
+- `docs/guide_mma.md`: Ticket/Track structures, DAG engine, worker lifecycle
+- `docs/guide_simulations.md`: Testing patterns, mock provider
+- `docs/guide_meta_boundary.md`: Clarification of ai agent tools making the application vs the application itself.
+
+## Responsibilities
+
+- Manage the execution of implementation tracks.
+- Ensure alignment with `tech-stack.md` and project architecture.
+- Break down tasks into specific technical steps for Tier 3 Workers.
+- Maintain persistent context throughout a track's implementation phase (No Context Amnesia).
+- Review implementations and coordinate bug fixes via Tier 4 QA.
+- **CRITICAL: ATOMIC PER-TASK COMMITS**: You MUST commit your progress on a per-task basis. Immediately after a task is verified successfully, you must stage the changes, commit them, attach the git note summary, and update `plan.md` before moving to the next task. Do NOT batch multiple tasks into a single commit.
+- **Meta-Level Sanity Check**: After completing a track (or upon explicit request), perform a codebase sanity check. Run `uv run ruff check .` and `uv run mypy --explicit-package-bases .` to ensure Tier 3 Workers haven't degraded static analysis constraints. Identify broken simulation tests and append them to a tech debt track or fix them immediately.
+
+## Anti-Entropy Protocol
+
+- **State Auditing**: Before adding new state variables to a class, you MUST use `py_get_code_outline` or `py_get_definition` on the target class's `__init__` method (and any relevant configuration loading methods) to check for existing, unused, or duplicate state variables. DO NOT create redundant state if an existing variable can be repurposed or extended.
+- **TDD Enforcement**: You MUST ensure that failing tests (the "Red" phase) are written and executed successfully BEFORE delegating implementation tasks to Tier 3 Workers. Do NOT accept an implementation from a worker if you haven't first verified the failure of the corresponding test case.
+
+## Surgical Delegation Protocol
+
+When delegating to Tier 3 workers, construct prompts that specify:
+- **WHERE**: Exact file and line range to modify
+- **WHAT**: The specific change (add function, modify dict, extend table)
+- **HOW**: Which API calls, data structures, or patterns to use
+- **SAFETY**: Thread-safety constraints (e.g., "push via `_pending_gui_tasks` with lock")
+
+Example prompt: `"In gui_2.py, modify _render_mma_dashboard (lines 2685-2699). Extend the token usage table from 3 to 5 columns by adding 'Model' and 'Est. Cost'. Use imgui.table_setup_column(). Import cost_tracker. Use 1-space indentation."`
+
+## Limitations
+
+- Do not perform heavy implementation work directly; delegate to Tier 3.
+- Delegate implementation tasks to Tier 3 Workers using `uv run python scripts/mma_exec.py --role tier3-worker "[PROMPT]"`.
+- For error analysis of large logs, use `uv run python scripts/mma_exec.py --role tier4-qa "[PROMPT]"`.
+- Minimize full file reads for large modules; rely on "Skeleton Views" and git diffs.

.agents/skills/mma-tier3-worker/SKILL.md

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+---
+name: mma-tier3-worker
+description: Focused on TDD implementation, surgical code changes, and following specific specs.
+---
+
+# MMA Tier 3: Worker
+
+You are the Tier 3 Worker. Your role is to implement specific, scoped technical requirements, follow Test-Driven Development (TDD), and make surgical code modifications. You operate in a stateless manner (Context Amnesia).
+
+## Responsibilities
+- Implement code strictly according to the provided prompt and specifications.
+- **TDD Mandatory Enforcement**: You MUST write a failing test and verify it fails (the "Red" phase) BEFORE writing any implementation code. Do NOT write tests that contain only `pass` or lack meaningful assertions. A test is only valid if it accurately reflects the intended behavioral change and fails in the absence of the implementation.
+- Write failing tests first, then implement the code to pass them.
+- Ensure all changes are minimal, functional, and conform to the requested standards.
+- Utilize provided tool access (read_file, write_file, etc.) to perform implementation and verification.
+
+## Limitations
+- Do not make architectural decisions.
+- Do not modify unrelated files beyond the immediate task scope.
+- Always operate statelessly; assume each task starts with a clean context.
+- Rely on "Skeleton Views" provided by Tier 2/Orchestrator for understanding dependencies.

.agents/skills/mma-tier4-qa/SKILL.md

@@ -0,0 +1,19 @@
+---
+name: mma-tier4-qa
+description: Focused on test analysis, error summarization, and bug reproduction.
+---
+
+# MMA Tier 4: QA Agent
+
+You are the Tier 4 QA Agent. Your role is to analyze error logs, summarize tracebacks, and help diagnose issues efficiently. You operate in a stateless manner (Context Amnesia).
+
+## Responsibilities
+- Compress large stack traces or log files into concise, actionable summaries.
+- Identify the root cause of test failures or runtime errors.
+- Provide a brief, technical description of the required fix.
+- Utilize provided diagnostic and exploration tools to verify failures.
+
+## Limitations
+- Do not implement the fix directly.
+- Ensure your output is extremely brief and focused.
+- Always operate statelessly; assume each analysis starts with a clean context.

.agents/tools/fetch_url.json

@@ -0,0 +1,17 @@
+{
+  "name": "fetch_url",
+  "description": "Fetch the full text content of a URL (stripped of HTML tags).",
+  "parameters": {
+    "type": "object",
+    "properties": {
+      "url": {
+        "type": "string",
+        "description": "The full URL to fetch."
+      }
+    },
+    "required": [
+      "url"
+    ]
+  },
+  "command": "python scripts/tool_call.py fetch_url"
+}

.agents/tools/get_file_summary.json

@@ -0,0 +1,17 @@
+{
+  "name": "get_file_summary",
+  "description": "Get a compact heuristic summary of a file without reading its full content. For Python: imports, classes, methods, functions, constants. For TOML: table keys. For Markdown: headings. Others: line count + preview. Use this before read_file to decide if you need the full content.",
+  "parameters": {
+    "type": "object",
+    "properties": {
+      "path": {
+        "type": "string",
+        "description": "Absolute or relative path to the file to summarise."
+      }
+    },
+    "required": [
+      "path"
+    ]
+  },
+  "command": "python scripts/tool_call.py get_file_summary"
+}

.agents/tools/get_git_diff.json

@@ -0,0 +1,25 @@
+{
+  "name": "get_git_diff",
+  "description": "Returns the git diff for a file or directory. Use this to review changes efficiently without reading entire files.",
+  "parameters": {
+    "type": "object",
+    "properties": {
+      "path": {
+        "type": "string",
+        "description": "Path to the file or directory."
+      },
+      "base_rev": {
+        "type": "string",
+        "description": "Base revision (e.g. 'HEAD', 'HEAD~1', or a commit hash). Defaults to 'HEAD'."
+      },
+      "head_rev": {
+        "type": "string",
+        "description": "Head revision (optional)."
+      }
+    },
+    "required": [
+      "path"
+    ]
+  },
+  "command": "python scripts/tool_call.py get_git_diff"
+}

.agents/tools/py_get_code_outline.json

@@ -0,0 +1,17 @@
+{
+  "name": "py_get_code_outline",
+  "description": "Get a hierarchical outline of a code file. This returns classes, functions, and methods with their line ranges and brief docstrings. Use this to quickly map out a file's structure before reading specific sections.",
+  "parameters": {
+    "type": "object",
+    "properties": {
+      "path": {
+        "type": "string",
+        "description": "Path to the code file (currently supports .py)."
+      }
+    },
+    "required": [
+      "path"
+    ]
+  },
+  "command": "python scripts/tool_call.py py_get_code_outline"
+}

.agents/tools/py_get_skeleton.json

@@ -0,0 +1,17 @@
+{
+  "name": "py_get_skeleton",
+  "description": "Get a skeleton view of a Python file. This returns all classes and function signatures with their docstrings, but replaces function bodies with '...'. Use this to understand module interfaces without reading the full implementation.",
+  "parameters": {
+    "type": "object",
+    "properties": {
+      "path": {
+        "type": "string",
+        "description": "Path to the .py file."
+      }
+    },
+    "required": [
+      "path"
+    ]
+  },
+  "command": "python scripts/tool_call.py py_get_skeleton"
+}

.agents/tools/run_powershell.json

@@ -0,0 +1,17 @@
+{
+  "name": "run_powershell",
+  "description": "Run a PowerShell script within the project base_dir. Use this to create, edit, rename, or delete files and directories. stdout and stderr are returned to you as the result.",
+  "parameters": {
+    "type": "object",
+    "properties": {
+      "script": {
+        "type": "string",
+        "description": "The PowerShell script to execute."
+      }
+    },
+    "required": [
+      "script"
+    ]
+  },
+  "command": "python scripts/tool_call.py run_powershell"
+}

.agents/tools/search_files.json

@@ -0,0 +1,22 @@
+{
+  "name": "search_files",
+  "description": "Search for files matching a glob pattern within an allowed directory. Supports recursive patterns like '**/*.py'. Use this to find files by extension or name pattern.",
+  "parameters": {
+    "type": "object",
+    "properties": {
+      "path": {
+        "type": "string",
+        "description": "Absolute path to the directory to search within."
+      },
+      "pattern": {
+        "type": "string",
+        "description": "Glob pattern, e.g. '*.py', '**/*.toml', 'src/**/*.rs'."
+      }
+    },
+    "required": [
+      "path",
+      "pattern"
+    ]
+  },
+  "command": "python scripts/tool_call.py search_files"
+}

.agents/tools/web_search.json

@@ -0,0 +1,17 @@
+{
+  "name": "web_search",
+  "description": "Search the web using DuckDuckGo. Returns the top 5 search results with titles, URLs, and snippets.",
+  "parameters": {
+    "type": "object",
+    "properties": {
+      "query": {
+        "type": "string",
+        "description": "The search query."
+      }
+    },
+    "required": [
+      "query"
+    ]
+  },
+  "command": "python scripts/tool_call.py web_search"
+}