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2 changes: 1 addition & 1 deletion docs/configuration.md
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Expand Up @@ -84,7 +84,7 @@ Environment precedence is universal across Make targets and ingestion scripts:

### Embedding preflight checks

Before indexing, ingestion scripts verify the model alias through `/v1/models`, then issue `X-Tier: batch` embedding probes with batches of 1 and 4. Each response must preserve input count/order and contain exactly 2,560 numeric values per vector. Any HTTP, model, shape, null-value, or dimension failure stops ingestion.
Before indexing, ingestion scripts verify the model alias through `/v1/models`, then issue `X-Tier: batch` embedding probes with batches of 1 and 8. Each response must preserve input count/order and contain exactly 2,560 numeric values per vector. Any HTTP, model, shape, null-value, or dimension failure stops ingestion.

## Qdrant

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2 changes: 1 addition & 1 deletion docs/github-repository-ingestion.md
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Expand Up @@ -97,7 +97,7 @@ An embedding or upsert failure leaves the prior complete page and its marker int
## Failure diagnostics and retry behavior

- GitHub ingestion fails fast when embedding or vector writes fail.
- Preflight validates the gateway model alias and `X-Tier: batch` embedding batches of 1 and 4 before ingestion starts.
- Preflight validates the gateway model alias and `X-Tier: batch` embedding batches of 1 and 8 before ingestion starts.
- When null/invalid vectors are detected, diagnostics now state likely causes explicitly:
- wrong endpoint (must resolve to `/v1/embeddings`)
- non-embedding model
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2 changes: 1 addition & 1 deletion docs/pipeline-commands.md
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Expand Up @@ -267,7 +267,7 @@ set +a

# With doc set filtering
DOCS_DIR=/absolute/path/to/docs DOCS_SETS=spring-framework-reference \
java -Dspring.profiles.active=cli -jar "$app_jar" \
java -Dspring.profiles.active="cli,$SPRING_PROFILE" -jar "$app_jar" \
--spring.main.web-application-type=none --server.port=0
```

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