Expert
AI-Assisted, Observable Production Pipelines
01/modules
Modules
- 4.1LLM-Powered Extraction & Chunking — LLMExtractionStrategy, LLMConfig, Pydantic schemas, chunking, token tracking
- 4.2Semantic Clustering & Hybrid Pipelines — CosineStrategy, combining clustering with downstream LLM extraction
- 4.3Adaptive & Deep Crawling — AdaptiveCrawler, BFSDeepCrawlStrategy, stop conditions, state persistence
- 4.4Observable Production Pipelines — logging, retry policy, cost tracking, result validation, dispatch metrics
- 4.5Custom Strategies & Deployment — custom ExtractionStrategy, Docker/self-hosting, CLI, scheduled jobs
02/outcomes
What you will be able to do
Choose the right extraction strategy under cost constraints, build hybrid AI pipelines, run adaptive/deep crawls, observe pipelines, and extend Crawl4AI with custom strategies.