When Text Is Not Enough: Screenshot Evidence for AI Agents
A decision framework for AI agents that pairs machine-readable page content with screenshot evidence when layout, visible state, or human review changes the meaning of a claim.
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A decision framework for AI agents that pairs machine-readable page content with screenshot evidence when layout, visible state, or human review changes the meaning of a claim.
A Fetch-first workflow for dynamic web pages: validate required content, escalate to browser rendering only when JavaScript blocks the extraction contract, and preserve failure evidence.
A practical guide to converting web pages into Markdown for AI and RAG, validating structure, and choosing the right page access path before indexing.
A practical guide to extracting clean website text for AI workflows, validating Markdown completeness, and deciding when to fetch or render a page.
A practical decision framework for AI agents choosing between web search, HTML fetch, JavaScript rendering, screenshots, and browser automation—with real failure signals and validation rules.