The problem
Why this system needed to exist.
A model call is not a content system. Production generation also needs work selection, source assembly, relevance filtering, bounded context, retries, schema validation, state transitions, invalid-output handling, and a usable reviewer handoff.
Without those controls, teams spend their time chasing half-finished records and repairing outputs that look valid but do not satisfy the downstream contract.
The system
How the pieces work together.
A Delta-backed registry selects source-complete items and tracks generation state. Deterministic domain, keyword, title, and source heuristics remove obvious noise before model calls; ambiguous snippets can use a smaller relevance model.
Bounded context is sent to a larger generation endpoint. Required output structure is validated, valid and invalid files are routed separately, retries use exponential backoff, and optional Google Drive and Slack steps move approved files into a human-review workflow.