Fully automated branching strategy where AI agents autonomously manage the entire development lifecycle.
This pattern enables AI agents to independently:
Automation Level: 100% Human Intervention: Minimal (override only)
main (production)
└── release/* (release candidates)
└── feature/* (agent-driven features)
└── task/* (micro-tasks)
| Branch | Purpose | Lifetime | Owner |
|---|---|---|---|
main |
Production code | Permanent | Agent |
release/* |
Release candidates | Per release | Agent |
feature/* |
Feature development | Per feature | Agent |
task/* |
Micro-tasks | Per task | Agent |
┌─────────────────────────────────────────────┐
│ CI/CD Pipeline │
├─────────────────────────────────────────────┤
│ ✓ Unit Tests (>80% coverage) │
│ ✓ Integration Tests │
│ ✓ Static Analysis (linting, formatting) │
│ ✓ Security Scan (vulnerabilities, SAST) │
│ ✓ Build Validation │
│ ✓ Performance Benchmarks │
└─────────────────────────────────────────────┘
| Feature | Description |
|---|---|
| No Feature Freeze | Continuous deployment with feature flags |
| Automatic Testing | Agents verify all changes before merge |
| Self-Healing | Auto-revert broken merges, notify humans |
| Audit Trail | All agent actions logged for compliance |
| Human Override | Critical changes can require approval |
agent:
branches:
create: [feature/*, task/*]
merge: [feature/* -> release/*]
delete: [feature/*, task/*]
release:
create: true
merge_to_main: true # or require_approval: true
tag: true
quality_gates:
test_coverage: 80
max_complexity: 10
security_critical: 0
security_high: 0
build_time_max: 300
feature_flags:
enabled: true
default_state: false
auto_enable_after: "7d" # Enable after 7 days of stability
✅ Good Fit:
❌ Poor Fit:
| Scenario | Agent Response |
|---|---|
| Tests fail | Analyze failure, attempt fix, or rollback |
| Merge conflict | Auto-resolve if trivial, else notify human |
| Security issue | Block merge, create security ticket |
| Build failure | Retry, then rollback last change |
| Deployment failure | Automatic rollback to last good version |
Track these KPIs for agentic flows:
| Metric | Target |
|---|---|
| Deployment Frequency | Multiple per day |
| Lead Time | < 1 hour |
| Change Failure Rate | < 5% |
| MTTR | < 30 minutes |
| Agent Success Rate | > 95% |