OPEN LINK ↗
// 58d agoOPENSOURCE RELEASE
rag-integration makes RAG stages swappable
rag-integration is an open-source mloda plugin that breaks RAG into typed, swappable stages for redaction, chunking, deduplication, embeddings, retrieval, and evaluation. It’s still a prototype, but the point is to make regressions legible: change one stage, rerun eval, and compare precision/recall instead of guessing where quality fell off.
// ANALYSIS
This is the right abstraction for RAG debugging: most failures live in glue code, not the model.
- –The `docs__...__evaluated` chain turns ablation into a normal workflow, which is exactly what you want when a chunker or embedder swap tanks retrieval quality.
- –The repo already includes text and image pipelines, FAISS retrieval, BEIR/Flickr30k loaders, and metrics like precision, recall, NDCG, and MAP, so the concept is backed by real scaffolding.
- –The big risk is semantic drift: a swap can be “typed” and still break downstream assumptions unless schemas, defaults, and versioning are enforced hard.
- –For production, I’d want explicit provenance and cache invalidation rules; otherwise this can still become a hard-to-debug pile of compatible-looking plugins.
// TAGS
rag-integrationragmlopstestingembeddingopen-sourcedata-tools
DISCOVERED
58d ago
2026-03-30
PUBLISHED
58d ago
2026-03-30
RELEVANCE
8/ 10
AUTHOR
coldoven