A project that can show its work

Build the loop.
Measure the proof.

A small, honest evaluation workspace for a RAG system: retrieve evidence, inspect grounding, capture feedback, and keep a visible run history.

Run an evaluation

This demo uses local sample chunks and transparent token overlap. No live model or vector database is implied.

Evidence panel

Latest run, before feedback

Retrieval relevance0%
Answer grounding0%
Retrieved context

Run the evaluation to inspect the strongest matching evidence.

Feedback
Runs recorded0
Feedback events0
Avg grounding0%

Production habits start with visible failure modes.

Test

Keep a question and reference answer together so a change can be compared against a known expectation.

Monitor

Track runs, feedback, and average grounding instead of relying on one impressive demo response.

Improve

Use “needs work” events as a queue for better chunks, prompts, or evaluation cases.

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