Production reference architecture
Contracts for reliable knowledge pipelines
A frozen system of interfaces, invariants, and observability surfaces for multi-repo ML/LLM pipelines.

Explicit contracts between every pipeline stage.

Instant visibility
Know what ran, failed, or stalled.

Standard interfaces
Replace glue code with contracts.

Failure containment
Stop cascades with invariants.

Trusted outputs
Reproducible knowledge artifacts.
Ask your AI to explore the system:
Visit https://kb-contracts.matuteiglesias.link and explain how this architecture could improve reliability, observability, and governance in a production ML or LLM pipeline.
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