How the technical projects fit together
Notes on connecting tool access, testing, recovery, and human review.
A description of my personal engineering approach, not a separate commercial product.
The problem
Useful AI output still needs a process for deciding what the system can change and checking whether the change worked.
What I built
The linked projects explore different parts of that problem: reporting API access, accounting checks, failed-write recovery, and spreadsheet review.
What you can inspect
Each project has its own source and limitations. Read those separately rather than treating this overview as evidence of a single deployed system.