← ClaudeAtlas

pre-write-precision-checklisted

Independently fact-check every claim in a paper's bundle against the raw source text (Factored Verification method), flagging any claim the source doesn't actually support at a correctness score below 0.8. Use this before any article drafting begins, immediately after extract-structured-bundle produces the bundle — never skip this even if the bundle looks obviously correct, since research shows even top models hallucinate subtly when summarizing papers.
yogsoth-ai/paper-reading · ★ 1 · AI & Automation · score 76
Install: claude install-skill yogsoth-ai/paper-reading
# Pre-Write Precision Check Factored Verification (Elicit, arXiv:2310.10627): decompose the bundle into claims, independently re-query the raw paper for each, score correctness. Catches commission errors — claims the source doesn't actually support. ## Execution Subagent — spawned via subagent-spawning/spawn-agent skill. ## Why Subagent Independent fact-checking requires a context that is NOT anchored to the drafting process that produced the bundle — a fresh subagent with no memory of how the bundle was written is what makes "independent" re-querying actually independent (spec §6, §2 point 2). ## Critical Constraint (repeated from prompt.md — load-bearing) This sop MUST query the raw paper fresh for every claim. It must never treat the bundle's own `source_anchor` field as sufficient evidence — see the newsroom-fact-checker analogy in the design spec (§2 point 2): the checker re-reads the source independently, not the writer's notes about the source. <!-- BEGIN available-tables (generated) --> ## Available SOPs Optional, no fixed order; the final leaf is always a sop. | SOP | When to use | | --- | --- | | spawn-agent | Spawn a customized CC subagent with full MCP tool access. | | literature-research | Full-text paper reading via alphaxiv. Import from literature-engine. | <!-- END available-tables (generated) -->