The System Report determines the right package. Sometimes the system is clear enough for direct implementation. Sometimes the first phase is cleanup, testing, or isolation. Sometimes the safest path is a smaller version first.
01
System Review & Clarity Report
The foundation. The report itself, scoped to one area, change, or integration path.
02
Backend Feature Implementation
Bounded backend work, landed responsibly inside the existing system.
03
Data Integration & Batch Pipelines
Vendor boundaries, scheduling, retries, lifecycle tracking, admin visibility. Not just an API call.
04
Cleanup & Isolation
Untangle responsibilities, separate concerns, prepare the system for new work.
05
Testing & Simulation Scaffolding
Integration tests through real layers. Realistic states, not artificial setups.
06
Admin Tools & Dashboards
Make runtime behavior visible. Status, exceptions, batches, content, support flows.
07
Deployment & Runtime Setup
Linux, nginx, systemd, webhooks, backups, health checks. Simple and reliable.
08
AI Development Scaffolding
The structure that lets AI-assisted development stay coherent, bounded, and safe.