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QualityRAG Academy | Evidence-First RAG Training
QualityRAG Academy: watch The Evidence Engine and explore PackSpec, WitnessGraph, deceptive witnesses, Semantic Garden and enterprise RAG governance.
Cyrille Eloundou
9 hours ago1 min read


RAG Failure Lab: Three Evidence Failures You Can Test
Watch a narrated QualityRag Evidence Engine demonstration, then explore three RAG failures: copied citations, missing exceptions, and stale policies. Free interactive evidence lab.
Cyrille Eloundou
12 hours ago2 min read
Your RAG Has the Information. Why Can't It Find the Answer?
A practitioner-led view of where RAG search fails today—and how QualityRag, Semantic Codex, the Semantic Store and evolving grammar may change information retrieval.
Cyrille Eloundou
17 hours ago3 min read
Can RAG connect a diagram, a PDF and the exact moment in a video?
From a public multimodal RAG question to Semantic Codex: how source-anchored search may connect text, images and video—with current limitations stated.
Cyrille Eloundou
17 hours ago2 min read
My RAG works with one PDF. Why does it fail when I add more documents?
A real public complaint about multi-document RAG: more sources, weaker answers. Practical diagnosis and the Semantic Store research direction.
Cyrille Eloundou
17 hours ago2 min read
Why does RAG find the right PDF but return the wrong table value?
A recurring developer complaint: extraction flattens tables before retrieval. What to inspect, and where semantic representation and evidence governance fit.
Cyrille Eloundou
17 hours ago2 min read
From Relevant Answers to Evidence-Governed AI: QualityRAG and the Semantic Garden
See traditional RAG and QualityRAG in motion, learn what PH02's scoped synthetic-video results mean, and explore DODO LLC's evidence-backed AI pilot.
Cyrille Eloundou
18 hours ago3 min read
RAG Reliability Pilot — $15,000 Fixed-Scope Engagement | DODO LLC
Your RAG found the document. Did it miss the exception, table relation, video evidence or cross-file dependency? A $15,000 fixed-scope reliability investigation from DODO LLC.
Cyrille Eloundou
3 days ago2 min read
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