Aviral GargBuild once, call many: turning AI-generated scripts into reusable tools
Reuse AI-generated programs with new inputs instead of generating code for each request.
All writing
Cost per completed task: comparing AI models
Compare accepted outcomes and total attempt costs under matching conditions.
Same model, different system
Compare complete AI workflows with explicit context, resource and acceptance rules.
When an AI tool times out
Recover from timeouts using stable operation identity and the API’s retry contract.
Rollback across changing data
Rollback requires more than the previous application version: it must also understand data written by the new version.
Input invariants in generated algorithms
A code change can preserve syntax while breaking the correctness argument. Heap-based merging shows why input order matters.