OpenCode Initializer — AIPDLC Architecture Integration¶

Source: Industry research (Agyn, Microsoft APM, MCP, Dify, VibeVM, BoxLite, OpenAI Codex, Team Topologies, Polomodov, Fowler, Martin)
Date: 2026-09-14
Status: INTEGRATION PLAN

Executive Summary¶

Интеграция AIPDLC (AI-Powered Development Lifecycle) архитектуры в OpenCode Initializer создаёт enterprise-grade платформу для автономной AI-разработки с контролем, изоляцией и observability.

Key Architectural Insights¶

Architecture: Control Plane¶

Core Components¶

┌─────────────────────────────────────────────────────────────┐
│                    CONTROL PLANE                             │
├─────────────────────────────────────────────────────────────┤
│  ┌─────────────┐  ┌─────────────┐  ┌─────────────┐         │
│  │ Orchestrator │  │ Work Graph  │  │   WAL/Journal│         │
│  │  (Manager)   │  │  (Context)  │  │   (Audit)    │         │
│  └──────┬──────┘  └──────┬──────┘  └──────┬──────┘         │
│         │                │                │                  │
│         ▼                ▼                ▼                  │
│  ┌─────────────────────────────────────────────────────┐    │
│  │              AGENT MESH                              │    │
│  ├─────────────┬─────────────┬─────────────┬───────────┤    │
│  │ Researcher  │ Implementer │  Reviewer   │  Manager  │    │
│  │   Agent     │   Agent     │   Agent     │   Agent   │    │
│  └──────┬──────┴──────┬──────┴──────┬──────┴──────┬────┘    │
│         │             │             │             │          │
│         ▼             ▼             ▼             ▼          │
│  ┌─────────────────────────────────────────────────────┐    │
│  │              SANDBOX LAYER                           │    │
│  ├─────────────┬─────────────┬─────────────┬───────────┤    │
│  │  Container  │  MicroVM    │  Firecracker│  BoxLite  │    │
│  │  (Docker)   │  (Kata)     │  (AWS)      │  (Rust)   │    │
│  └─────────────┴─────────────┴─────────────┴───────────┘    │
└─────────────────────────────────────────────────────────────┘

Module Mapping¶

Roles & Autonomy Levels¶

Human Roles¶

AI Agent Roles¶

Implementation¶

# Define roles in OpenCode
opencode role create --name product-owner --autonomy 1 --permissions [approve,reject]
opencode role create --name ai-manager --autonomy 3 --permissions [delegate,coordinate]
opencode role create --name ai-implementer --autonomy 3 --permissions [code,test]

# Assign roles
opencode role assign --user john --role product-owner
opencode role assign --agent manager-001 --role ai-manager

Workflow: Intent → Context → Plan → Tasks → Implementation → Verification¶

Mermaid Diagram¶

sequenceDiagram
    participant Dev as Developer
    participant PO as Product Owner
    participant CP as Control Plane
    participant M as Manager Agent
    participant R as Researcher Agent
    participant E as Implementation Agent
    participant V as Reviewer Agent
    participant CI as CI/CD
    participant Prod as Production

    Dev->>CP: Create task (feature/bug/incident)
    CP->>PO: Clarify intent/acceptance
    PO-->>CP: Approval
    CP->>M: Start processing
    M->>R: Task - analyze/specify
    R-->>M: Task spec, assignments
    M->>E: Task - implement in sandbox
    E->>E: Write code + local tests
    E->>CI: Run test pipeline
    CI-->>E: Test results
    alt Test failures
        E->>E: Fix code
        E->>CI: Re-run tests
        CI-->>E: OK
    end
    E-->>M: Code ready
    M->>V: Task - code review
    V-->>M: Comments/approve
    alt Has comments
        M->>E: Fix based on comments
        E->>CI: Re-run tests
    end
    M->>CI: Final build/release
    CI-->>Prod: Deploy
    Prod-->>M: Task closed

Implementation¶

# Start workflow
opencode workflow start --task "fix-auth-bug" --intent "Fix authentication timeout"

# Monitor workflow
opencode workflow status --task-id abc123

# Approve at gates
opencode workflow approve --task-id abc123 --gate security

Sandbox & Isolation¶

Isolation Technologies¶

Security Policies¶

# sandbox-policy.yaml
apiVersion: sandbox.opencode.ai/v1
kind: AgentSandbox
metadata:
  name: implementation-agent
spec:
  isolation: microvm  # or container
  network:
    outbound: false  # block all outbound
    allowedDomains:
      - github.com
      - registry.npmjs.org
  filesystem:
    readonly: ["/etc", "/usr"]
    writable: ["/tmp", "/workspace"]
  resources:
    cpu: "2"
    memory: "4Gi"
    timeout: "30m"
  secrets:
    vault: true
    shortLived: true

Implementation¶

# Create sandbox
opencode sandbox create --name impl-agent --policy sandbox-policy.yaml

# Run agent in sandbox
opencode agent run --sandbox impl-agent --agent implementation

# Monitor sandbox
opencode sandbox status --name impl-agent

MCP Integration¶

MCP Server Registry¶

APM Integration¶

# apm.yml
name: my-project
version: 1.0.0
mcp:
  servers:
    - name: github
      package: "@modelcontextprotocol/server-github"
      transport: stdio
    - name: internal-api
      url: https://mcp.internal.company.com
      transport: http
skills:
  - name: code-review
    version: 1.2.0
    source: tessl://code-review
  - name: security-audit
    version: 2.0.0
    source: opencode://security-audit

Implementation¶

# Install APM
opencode apm install

# Sync MCP servers
opencode mcp sync

# List available MCP tools
opencode mcp list

Observability & Metrics¶

Event Schema¶

{
  "timestamp": "2026-09-14T12:00:00Z",
  "agent_id": "implementation-agent-001",
  "action_type": "code_generation",
  "inputs_digest": "sha256:abc123",
  "llm_model": "deepseek-v4-pro",
  "tokens_in": 1500,
  "tokens_out": 800,
  "result_summary": "Generated auth.py with 3 functions",
  "exit_code": 0,
  "cost": 0.0023
}

Key Metrics¶

Implementation¶

# View metrics dashboard
opencode metrics dashboard

# Export metrics
opencode metrics export --format prometheus

# Set alerts
opencode alert create --metric agent-success-rate --threshold 80 --action slack

New Modules to Implement¶

Phase 3: Enterprise Features (v17.0)¶

Phase 4: Advanced Features (v18.0)¶

Implementation Roadmap¶

Q4 2026: Foundation¶

Week 1-2: Sandbox module (86-sandbox.sh) - Docker + seccomp integration - Basic isolation policies - Resource limits

Week 3-4: CI/CD integration (87-cicd-integration.sh) - GitHub Actions integration - GitLab CI integration - Test pipeline automation

Week 5-6: Workflow engine (88-workflow-engine.sh) - YAML workflow definitions - Multi-agent orchestration - Gate management

Week 7-8: Testing & Documentation - Unit tests for all modules - Integration tests - Documentation

Q1 2027: Enterprise Hardening¶

Week 1-2: Security policies (89-security-policies.sh) - OPA/Rego integration - Policy enforcement - Audit logging

Week 3-4: Secrets management (90-secrets-manager.sh) - Vault integration - Short-lived credentials - Secret rotation

Week 5-6: Observability enhancement - OpenTelemetry integration - Grafana dashboards - Alert management

Week 7-8: Testing & Documentation

Competitive Positioning¶

References¶

1. Agyn — Multi-role agent architectures
2. Microsoft APM — Agent Package Manager
3. MCP Protocol — Model Context Protocol
4. Dify — Agent workflow platform
5. VibeVM — Specification-driven development
6. BoxLite — Lightweight OCI emulation
7. OpenAI Codex — Sandbox and permissions
8. Team Topologies — Organizational patterns
9. Polomodov — AI in SDLC
10. Fowler — Engineering loops and agent harness
11. Martin — Automated test gauntlet

Integration plan for OpenCode Initializer v15.0+