This is a temporary integration test blog post content.
General
Playwright E2E Test Post
Short excerpt.
IB
Integration Bot
AI Engineer, Botmartz · July 8, 2026 · 12 min read
Read Time
12 min
Failure Modes
5
Code Snippets
3
Runnable Notebook
1
Closing Takeaways
✓
Measure retrieval precision and recall in isolation before touching the model.
✓
Chunk along document structure, not arbitrary character counts.
✓
Combine vector and keyword search — hybrid retrieval beats either alone.
✓
Treat evaluation as continuous infrastructure, not a launch-week report.
Try It Yourself
A runnable Google Colab notebook with the eval harness and hybrid search code from this post.
#Enterprise RAG#Evaluation#Production AI#LangChain
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IB
Integration Bot
AI Engineer at Botmartz, building enterprise RAG and agent systems in production. Contributing to open-source libraries.
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