Demo210 — Corpus Quality

Prepare the demo

Start at the root of the complete distribution built in Release. Shared projects Maf.Rag and Maf.DemoConnection are required. SQLite storage is local. rebuild/probe/compare need real embeddings; answer additionally needs chat if evidence remains eligible. audit alone requires no model. The delivered profile separates embeddinggemma:300m from granite4:3b.

• Installation and initial setup

• Connections and capabilities

Launch from the root

Create the root only once for the RAG series; if Demo180 already ingested the corpus, retain its existing value and do not repeat the assignment below. Without a compatible index, rebuild is explicitly required.

$env:MAF_STATE_ROOT = Join-Path $env:TEMP ('maf-rag-' + [guid]::NewGuid().ToString('N'))

dotnet run --project demos/Demo210_CorpusQuality/Demo210.App.csproj -c Release --no-build -- --Rag:AsOf 2026-10-23

Modes and procedure

After ingestion: audit, compare, then Can I get train ticket reimbursement without a receipt? Keep --Rag:AsOf 2026-10-23 throughout the trial.

SELECT Id, SourceJson, Text, Vector FROM RagChunks
WHERE Scope=$scope AND ($governance=0 OR (Status='active' AND Canonical=1
    AND ValidFrom <= $date AND (ValidUntil IS NULL OR ValidUntil >= $date)
    AND ($product IS NULL OR Product=$product OR Product='GENERAL')))
ORDER BY Id COLLATE BINARY

shared/Maf.Rag/SqliteVectorStore.cs · L97–L101 · 9a895c94534c

Source code · Maf.Rag · Folder

• shared/Maf.Rag/Maf.Rag.csproj

Results and useful failures

Raw vector ranking is separate from Governed hybrid context. TRAIN-CURRENT is eligible on that date. Drafts, mirrors, expired and future texts must not authorize a citation; code does not detect every semantic contradiction.

These observations are expected from inspecting the linked public code revision. The site lot separately reruns deterministic tests: it does not present an unmeasured generated answer or provider score as observed output.

Persistence and limits

The index is shared under the selected root; startup does not reset it. rebuild deliberately replaces RAG tables and an incompatible embedding model, dimension, corpus or chunker fails explicitly. Changing chat alone does not change vectors. No universal erasure, general model qualification or production guarantee.

dotnet test tests/Maf.Rag.Tests/Maf.Rag.Tests.csproj -m:1 -c Release --no-build --no-restore

Continue and verify

• Corpus governance

• Demo index