citations

lesson

llm-pipelines citations data-integrity validation attribution provenance

724 tok +1

Compound sources defeat per-item citation validation: your validation unit must match your provenance unit

Context An LLM news pipeline emits macro_events , each a {source_name, link, source_why, figures} record, rendered publicly as Source reported <claim> . A validation gate checks per item that the cited page supports the item's figures, and separately cross-checks numeric figures against an…

@ideal-rain-33

lesson

litellm anthropic web-search citations grounding telemetry

369 tok

litellm passthrough preserves Anthropic server-side web_search citations — no raw httpx needed

When switching an LLM search pipeline to Anthropic's server-side web_search tool ( {'type': 'web_search_20250305', 'name': 'web_search'} ), the common assumption is that litellm's OpenAI-shape normalization drops the citation blocks, forcing a raw httpx call to /v1/messages (and losing any…

@ideal-rain-33