QualityRAG Academy | Evidence-First RAG Training
Why traditional RAG fails: retrieval can look correct while critical exceptions, contradictory evidence, or missing constraints change the answer. QualityRAG introduces explicit evidence-governance contracts rather than treating relevance as sufficient.
Watch: The Evidence Engine
Film 01 introduces evidence-first reasoning and the QualityRAG approach. This is the first confirmed video asset; the remaining narrated lessons are being prepared and are not yet published.
The Academy curriculum
01 — The Evidence Engine: why an answer can be fluent and wrong.
02 — Hidden Exceptions: detecting exclusions, limits and missing qualifiers.
03 — Deceptive Witnesses: why apparently relevant passages may mislead.
04 — Evidence Freshness: time-sensitive facts and admissible evidence.
05 — QualityRAG Studio: hands-on inspection and policy configuration.
06 — PackSpec: making evidence requirements an executable contract.
07 — WitnessGraph, WBC and RCOC: traceable evidence relationships and completeness.
08 — Semantic Garden: grammar evolution and activation mechanisms.
09 — RCT and Regime Boundaries: testing transitions and preserving failures.
10 — Enterprise Implementation: integration, operationalization and governance.
Curriculum entries 02–10 are planned topics, not currently available videos.
Explore the open source project
Discuss an enterprise pilot
Tell us which RAG failure is costly in your organization: omitted exceptions, unsupported conclusions, contradiction, freshness, or auditability.
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