Black Shadow Team

Great insights as always! Unversioned prompts edited on the fly in dashboards are definitely a nightmare for debugging production regressions. Your point on fallback routing is crucial—switching providers mid-flight can completely break downstream schemas or token budgets if not validated properly. Combining strict output validation (like Pydantic/Zod schemas) with structured outputs is essential to turn those silent fallback drift errors into explicit, catchable failures. Thanks for adding this context!

Thanks for highlighting these points, Ahmet! You're spot on about orphaned objects—DB-first deletions leaving dangling cloud storage assets are an absolute silent killer for infrastructure costs. Setting a strict source of truth (e.g., DB as the authoritative registry) alongside an asynchronous reconciliation process is definitely the way to go. Also, content hashing for deduplication has saved us tons of redundant reprocessing compute. Appreciate the feedback!