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Read complete browser storage, observe UI-driven changes, and validate persistence across navigation.

Choose the right iframe document, extract its state, and keep frame lifecycle and provenance explicit.

Prove the Shadow DOM boundary, pierce an open root with Playwright, and keep the closed-root limit honest.

Parse every JSON-LD block, normalize its nodes, and validate a real Article record with Python.

Build a distributed web crawler in Node.js with BullMQ, Redis queues, URL deduplication, host controls, managed execution, storage, and monitoring.

Design a production pipeline for real-time web data for AI agents with Crawl, validation, deduplication, provenance, retrieval, and observability.

0-vs-13 rendering proof, then a clean 12-product extraction — Llama 4 Scout executed live via OpenRouter.

Truncated titles and attribute-only ratings in, clean typed JSON out — Mistral extraction executed live on the current cheapest tier.
