factory-model

Factory Model — AI Code Generation at Scale

From single developer + AI to industrial code generation pipeline.

This module extends the core agentic framework to support team-scale and batch code generation scenarios.

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When You Need This

The base framework (checkpoints, escalation, roles) works well for:

• 1 developer + 1 AI session
• Synchronous, interactive work
• Real-time feedback loops

The Factory Model is for:

• Multiple developers + multiple AI agents
• Batch/async code generation (overnight runs)
• High-volume merge request pipelines
• Metrics-driven optimization

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Components

Component	Purpose	Document
Multi-Agent Orchestration	Coordinate N agents on M tasks	MULTI_AGENT_ORCHESTRATION.md
Batch Pipeline	Async code generation workflow	BATCH_PIPELINE.md
Automated Gates	Pre-review quality checks	AUTOMATED_GATES.md
Metrics Dashboard	Track and optimize performance	METRICS_DASHBOARD.md

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Architecture Overview

┌─────────────────────────────────────────────────────────────────┐
│                        TICKET QUEUE                              │
│  [Issue #1] [Issue #2] [Issue #3] ... [Issue #N]                │
└─────────────────────────────────────────────────────────────────┘
                              │
                              ▼
┌─────────────────────────────────────────────────────────────────┐
│                     ORCHESTRATOR                                 │
│  • Assigns tickets to agents based on capacity                  │
│  • Manages agent pool                                           │
│  • Handles failures and retries                                 │
└─────────────────────────────────────────────────────────────────┘
                              │
          ┌───────────────────┼───────────────────┐
          ▼                   ▼                   ▼
    ┌──────────┐        ┌──────────┐        ┌──────────┐
    │ Agent 1  │        │ Agent 2  │        │ Agent N  │
    │ C0→C1→C2 │        │ C0→C1→C2 │        │ C0→C1→C2 │
    └──────────┘        └──────────┘        └──────────┘
          │                   │                   │
          ▼                   ▼                   ▼
┌─────────────────────────────────────────────────────────────────┐
│                    AUTOMATED GATES                               │
│  • Static analysis (lint, type check)                           │
│  • Security scan (SAST, secrets detection)                      │
│  • Test execution                                               │
│  • Quality score calculation                                    │
└─────────────────────────────────────────────────────────────────┘
                              │
                              ▼
┌─────────────────────────────────────────────────────────────────┐
│                    REVIEW QUEUE                                  │
│  Prioritized by: quality score, risk level, reviewer load       │
│  [MR #1: 92/100] [MR #2: 87/100] [MR #3: 95/100]               │
└─────────────────────────────────────────────────────────────────┘
                              │
                              ▼
┌─────────────────────────────────────────────────────────────────┐
│                    METRICS COLLECTOR                             │
│  • Time to merge                                                │
│  • Acceptance rate                                              │
│  • Rework ratio                                                 │
│  • Agent performance                                            │
└─────────────────────────────────────────────────────────────────┘

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Integration with Core Framework

The Factory Model builds on top of the core framework:

Core Component	Factory Extension
Checkpoints (C0-C3)	Same checkpoints, automated verification
Escalation Rules	Automated escalation detection → human queue
Roles	Manager role becomes Orchestrator
Quality Gates	Automated gates before human review

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Adoption Path

Level 1: Single Agent + Automation

• Add automated gates to existing workflow
• Track basic metrics
• Same human oversight

Level 2: Multi-Agent (Small Team)

• 2-3 concurrent agents
• Simple round-robin assignment
• Shared review queue

Level 3: Full Factory

• N agents with orchestrator
• Batch overnight generation
• Metrics-driven optimization
• SLA-based prioritization

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Prerequisites

Before implementing Factory Model:

1. Core framework working — Checkpoints and escalation rules tested
2. CI/CD pipeline — Automated tests and deployments
3. Code review process — Established review culture
4. Metrics baseline — Know your current velocity and quality

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Next Steps

1. Start with Automated Gates — highest value, lowest risk
2. Add Metrics Dashboard — establish baselines
3. Then Batch Pipeline if needed
4. Finally Multi-Agent Orchestration for scale

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The Factory Model is optional. Many teams get excellent results with the core framework alone.