Engagement Areas
- Architecture review before major scaling, migration, or rewrite decisions
- MVP technical foundations designed for speed without hidden rewrite risk
- System rescue and reliability hardening for unstable production paths
- AI-assisted workflow implementation with approval, tracing, and safety controls