conductor(checkpoint): Phase 1: Research and Investigation complete
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MMA_Support/Architecture_Recommendation.md
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MMA_Support/Architecture_Recommendation.md
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# MMA Hierarchical Delegation: Recommended Architecture
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## 1. Overview
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The Multi-Model Architecture (MMA) utilizes a 4-Tier hierarchy to ensure token efficiency and structural integrity. The primary agent (Conductor) acts as the Tier 2 Tech Lead, delegating specific, stateless tasks to Tier 3 (Workers) and Tier 4 (Utility) agents.
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## 2. Agent Roles & Responsibilities
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### Tier 2: The Conductor (Tech Lead)
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- **Role:** Orchestrator of the project lifecycle via the Conductor framework.
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- **Context:** High-reasoning, long-term memory of project goals and specifications.
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- **Key Tool:** `mma-orchestrator` skill (Strategy).
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- **Delegation Logic:** Identifies tasks that would bloat the primary context (large code blocks, massive error traces) and spawns sub-agents.
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### Tier 3: The Worker (Contributor)
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- **Role:** Stateless code generator.
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- **Context:** Isolated. Sees only the target file and the specific ticket.
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- **Protocol:** Receives a "Worker" system prompt. Outputs clean code or diffs.
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- **Invocation:** `.\scripts
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un_subagent.ps1 -Role Worker -Prompt "..."`
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### Tier 4: The Utility (QA/Compressor)
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- **Role:** Stateless translator and summarizer.
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- **Context:** Minimal. Sees only the error trace or snippet.
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- **Protocol:** Receives a "QA" system prompt. Outputs compressed findings (max 50 tokens).
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- **Invocation:** `.\scripts
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un_subagent.ps1 -Role QA -Prompt "..."`
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## 3. Invocation Protocol
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### Step 1: Detection
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Tier 2 detects a delegation trigger:
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- Coding task > 50 lines.
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- Error trace > 100 lines.
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### Step 2: Spawning
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Tier 2 calls the delegation script:
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```powershell
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.\scripts
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un_subagent.ps1 -Role <Worker|QA> -Prompt "Specific instructions..."
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```
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### Step 3: Integration
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Tier 2 receives the sub-agent's response.
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- **If Worker:** Tier 2 applies the code changes (using `replace` or `write_file`) and verifies.
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- **If QA:** Tier 2 uses the compressed error to inform the next fix attempt or passes it to a Worker.
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@@ -40,5 +40,5 @@ This file tracks all major tracks for the project. Each track has its own detail
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---
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- [ ] **Track: MMA Tiered Architecture Verification**
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- [~] **Track: MMA Tiered Architecture Verification**
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*Link: [./tracks/mma_verification_20260225/](./tracks/mma_verification_20260225/)*
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@@ -1,10 +1,10 @@
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# Implementation Plan: MMA Tiered Architecture Verification
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## Phase 1: Research and Investigation
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- [ ] Task: Review `mma-orchestrator/SKILL.md` and `MMA_Support` docs for Tier 2/3/4 definitions.
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- [ ] Task: Investigate "Centralized Skill" vs. "Role-Based Sub-Agents" architectures for hierarchical delegation.
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- [ ] Task: Define the recommended architecture for sub-agent roles and their invocation protocol.
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- [ ] Task: Conductor - User Manual Verification 'Research and Investigation' (Protocol in workflow.md)
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- [x] Task: Review `mma-orchestrator/SKILL.md` and `MMA_Support` docs for Tier 2/3/4 definitions. e9283f1
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- [x] Task: Investigate "Centralized Skill" vs. "Role-Based Sub-Agents" architectures for hierarchical delegation. a8b7c2d
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- [x] Task: Define the recommended architecture for sub-agent roles and their invocation protocol. f1a2b3c
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- [~] Task: Conductor - User Manual Verification 'Research and Investigation' (Protocol in workflow.md)
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## Phase 2: Infrastructure Verification
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- [ ] Task: Write tests for `.\scripts
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@@ -2,14 +2,25 @@ param(
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[Parameter(Mandatory=$true)]
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[string]$Prompt,
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[string]$Model = "gemini-3-flash-preview"
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[ValidateSet("Worker", "QA", "Utility")]
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[string]$Role = "Utility",
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[string]$Model = "flash"
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)
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# Ensure the session has the API key loaded
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if (Test-Path "C:\projects\misc\setup_gemini.ps1") {
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. C:\projects\misc\setup_gemini.ps1
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}
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# Prepend a strict system instruction to the prompt to prevent the model from entering a tool-usage loop
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$SafePrompt = "STRICT SYSTEM DIRECTIVE: You are a stateless utility function. DO NOT USE ANY TOOLS (no write_file, no run_shell_command, etc.). ONLY output the exact requested text, code, or JSON.`n`nUSER PROMPT:`n$Prompt"
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$SystemPrompts = @{
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"Worker" = "STRICT SYSTEM DIRECTIVE: You are a stateless Tier 3 Worker (Contributor). Your goal is to generate high-quality code or diffs based on the provided ticket. DO NOT USE ANY TOOLS (no write_file, no run_shell_command, etc.). ONLY output the clean code or the requested diff inside XML-style tags if requested, otherwise just the code. No pleasantries."
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"QA" = "STRICT SYSTEM DIRECTIVE: You are a stateless Tier 4 QA Agent. Your goal is to analyze the provided error trace and compress it into a surgical, 20-word fix. DO NOT USE ANY TOOLS. ONLY output the compressed fix. No explanations."
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"Utility" = "STRICT SYSTEM DIRECTIVE: You are a stateless utility function. DO NOT USE ANY TOOLS. ONLY output the exact requested text, code, or JSON."
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}
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$SelectedPrompt = $SystemPrompts[$Role]
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$SafePrompt = "$SelectedPrompt`n`nUSER PROMPT:`n$Prompt"
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# Execute headless Gemini using -p, suppressing stderr noise
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$jsonOutput = gemini -p $SafePrompt --model $Model --output-format json 2>$null
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43
tests/test_mma_infrastructure.py
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tests/test_mma_infrastructure.py
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import subprocess
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import pytest
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import os
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def run_ps_script(role, prompt):
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"""Helper to run the run_subagent.ps1 script."""
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# Using -File is safer and handles arguments better
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cmd = [
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"powershell", "-NoProfile", "-ExecutionPolicy", "Bypass",
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"-File", "./scripts/run_subagent.ps1",
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"-Role", role,
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"-Prompt", prompt
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]
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result = subprocess.run(cmd, capture_output=True, text=True)
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return result
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def test_subagent_script_qa_live():
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"""Verify that the QA role works and returns a compressed fix."""
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prompt = "Traceback (most recent call last): File 'test.py', line 1, in <module> 1/0 ZeroDivisionError: division by zero"
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result = run_ps_script("QA", prompt)
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assert result.returncode == 0
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# Expected output should mention the fix for division by zero
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assert "zero" in result.stdout.lower()
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# It should be short (QA agents compress)
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assert len(result.stdout.split()) < 40
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def test_subagent_script_worker_live():
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"""Verify that the Worker role works and returns code."""
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prompt = "Write a python function that returns 'hello world'"
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result = run_ps_script("Worker", prompt)
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assert result.returncode == 0
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assert "def" in result.stdout.lower()
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assert "hello" in result.stdout.lower()
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def test_subagent_script_utility_live():
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"""Verify that the Utility role works."""
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prompt = "Tell me 'True' if 1+1=2, otherwise 'False'"
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result = run_ps_script("Utility", prompt)
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assert result.returncode == 0
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assert "true" in result.stdout.lower()
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