Skip to content
All tags

#citations

2 posts
ai guide Ask AI in Practice

When Ask AI May Show Sources: Validation, Critic Review, Degradation, and the Source Gate

Ask AI finding a post does not mean the UI should display it as a source. An answer must pass deterministic Markdown and URL validation, then the Critic's relevance, intent, and grounding checks; if either gate fails, source cards are withheld.

#rag#validation#citations#retrieval
ai deep-dive Search and Scraping in Practice

From Search Results to Reliable Citations: URL Deduplication, Source Tiers, and Claim-Source Mapping

Reliable citation is not appending URLs to an answer. Separate URLs, content copies, and source independence, then connect atomic claims to quote spans and snapshots through a rerunnable claim-source matrix.

#web-search#citations#retrieval#ai-agent#data-provenance#reproducibility