SHEN YIFull-Stack & AI

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RAG Formation · Reference

Pilot review and 30-day implementation plan

A standalone cheat sheet for learning and testing RAG quality on this site.

$ reference --status
▸ course RAG Formation
▸ mode standalone reference
▸ status Complete
● learn → test → verify

Reference sheet

Pilot review and 30-day implementation plan

The guided RAG Formation course content is complete; this reference is available for self-directed practice.

One-line rule

A pilot is not ready just because the demo sounds fluent; it needs clear quality, safety, and operational gates.

Core terms

TermMeaning
Readiness gateA go/no-go decision based on clear quality, safety, performance, and operational thresholds.
Highest-value fixA change chosen because it addresses an important measured failure—not because it is fashionable.
Pilot scopeA limited user group, corpus, and workflow with known risks and success criteria.

Evidence card

NeedRecordDon't claim
BaselineCommand, configuration, observed resultThe baseline is a target.
ChangeOne hypothesis or decisionYou can tell what caused the result when several things changed.
MetricCompare the current report with the baseline; mark each readiness criterion pass, fail, or unmeasured.One metric tells you everything about quality.
SafetyA failure and a regression caseA fluent answer proves the system is reliable.

Local command

cd demo
python3 eval.py run --mode both --workspace meridian_demo --tag lesson-16-readiness

Artifact: A prototype readiness report with go/no-go criteria and a prioritized 30-day backlog.

Continue learning: Open the matching standalone lesson · Course roadmap