Framework Abstractions
Frameworks can provide loaders, splitters, retrievers, vector-store adapters, prompt templates, tracing, and evaluation integrations. They speed experimentation but may hide defaults or introduce dependency churn. Keep domain policy and ACL logic outside framework chains where practical. Pin versions and test the behavior of filters, retries, citations, and cancellation.
Implementation example
Application policy -> loaders/parsers -> chunker
-> retriever/reranker -> prompt -> model adapter
-> citation validation💡 Abstraction is useful when it reduces maintenance without hiding critical behavior.
Key Takeaways
- Inspect the relevant pipeline stage instead of guessing.
- Preserve source provenance, versions, and access scope.
- Measure quality on representative queries.
Knowledge Check
What is a framework abstraction risk?