Use & Automate

This section covers the normal engineering lifecycle after EmbrAIon is configured.

Choose your path

• I just want the daily workflow: ask for the outcome → validate → review → merge.
• I want deterministic delivery controls: learn validation evidence, structured runs/review, and optional merge enforcement.

Everyday path

1. Daily Workflow
2. Validation & Evidence
3. Troubleshooting

Engineering controls

• Runs & Review
• Enforcement
• Engineering skills
• Live skill evaluations
• Task continuity
• Knowledge maintenance

Structure checks are incremental: code organization reports new violations in changed files without treating old debt as a waiver. External capability declarations remain separate from proof of host loading or tool execution; see external capabilities.

Note

Validation and enforcement execute real checks. Generated host instructions guide the AI client but do not replace host-native security boundaries.