Results for “on-duplicate-key-update”

Runs a three-layer verification pipeline on AI-generated output: extracts verifiable claims, finds supporting or contradicting sources via web search, and produces a structured verification report with source links for human review.

Apply plugin knowledge base updates to an existing generated system. Consults the Ars Contexta research graph for methodology improvements, proposes skill upgrades with research justification. Never auto-implements. Triggers on "/upgrade", "upgrade skills", "check for improvements", "update methodology".

Generates four improved variations of any installed skill, scores them against a weighted rubric, and applies the winning version while preserving the original.

Refreshes paid media research by auditing platform claims, API policies, and evidence against primary sources, demoting stale or unsupported assertions.