---
name: pipeline-sdlc
description: "SDLC module — project management, iterations, bug tracking, test management, and AI cockpit."
---

# pipeline_sdlc

Complete SDLC lifecycle management with AI-powered development cockpit.

## Architecture

```
pipeline_sdlc/
├── pipeline_sdlc/
│   ├── init.py              # load_pipeline_sdlc()
│   ├── adapter.py           # LLM context + model management
│   └── handlers/
│       ├── design.py        # Design phase agent
│       ├── develop.py       # Coding phase agent
│       ├── test.py          # Testing phase agent
│       ├── deploy.py        # Deployment phase agent
│       └── ops.py           # Operations phase agent
├── wwwroot/
│   ├── api/
│   │   ├── cockpit_agent.dspy   # Agent task execution
│   │   ├── cockpit_chat.dspy    # Chat + auto-execute
│   │   ├── cockpit_cards.dspy   # Dashboard stats
│   │   └── bug_*.dspy           # Bug operations
│   └── sd_cockpit/index.ui      # Cockpit main UI
```

## Key DSPY Endpoints

### Cockpit (AI Development)
- `cockpit_agent.dspy` — Agent-driven task execution
- `cockpit_chat.dspy` — Chat with auto-execute
- `cockpit_cards.dspy` — Dashboard statistics

### Bug Management
- `bug_confirm.dspy` — Confirm bug
- `bug_close.dspy` — Close bug
- `check_iteration_bugs.dspy` — Pre-close bug check

## Pitfalls

- **Cockpit LLM calls**: Uses `pipeline_service.llm_bridge.llm_call()` via ServerEnv.
- **Workspace isolation**: Each project has `workspace_dir` — agent file ops scoped here.
- **Deliverable storage**: Agent outputs saved to `pipeline_deliverables` with quality scores.
- CRUD generated dirs are auto-generated by xls2ui — never edit directly.
- `index_cockpit.ui` is the new cockpit entry — ensure RBAC registered.