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How-to guides

How-to guides are task-oriented. They answer "how do I do X?" and stop when X is done. They assume you already understand the concepts.

Guide Task
Write a compiler profile Design and register a profile for your corpus
Tune extraction quality Adjust volume, vocabulary, evidence grounding, SHACL validation, and all other quality levers
Use document distillation Reduce token cost pre-fragmentation with six configurable distillation strategies
Control extraction focus Tune precision vs recall with comprehensive, high_precision, and facts_only modes
Use batch extraction Group fragments into a single LLM call to reduce API costs
Evaluate with Wikidata Measure extraction quality against Wikidata ground truth; analyse recall gaps
Add a custom extractor Ship a first-party extractor via entry points
Add a custom parser Support a new document format
Connect a new source Pull documents from an API or message queue
Configure Label Studio Set up the human review loop
Run incremental recompile Recompile only what changed
Explain a compiled artifact Trace a fact back to its sources
Explain a conflict Diagnose and resolve contradictions
Manage tenants Full tenant lifecycle with GDPR erasure
Deploy on Kubernetes Production Helm deployment
Rotate secrets Update credentials without downtime
Bulk reprocess a profile Re-extract all sources for a profile version
Generate an SBOM Produce a software bill of materials