Verify factual claims in artifacts and assign explicit confidence levels.
npx skills add https://github.com/axiomantic/spellbook --skill dehallucination
Please help me install this Agent Skill. Skill: dehallucination Source: https://github.com/axiomantic/spellbook/tree/main/skills/dehallucination Command: npx skills add https://github.com/axiomantic/spellbook --skill dehallucination
Dehallucination provides a structured verification framework to identify, assess, and correct false or unfounded claims within the Forge pipeline, ensuring outputs are grounded in evidence and sources.
Run the dehallucination workflow on a sample artifact to verify claims and generate a corrected version.
High-intent search queries and answers about installing and using this skill.
To verify factual claims and detect hallucinations, the workflow identifies fabricated references and assigns explicit confidence levels to each statement, producing a corrected artifact and a confidence map with supporting citations.
Assigning confidence levels during a technology review requires capturing evidence and propagation paths for each claim, generating a verification report that flags false constraints and prescribes explicit recovery corrections.
Correcting fabricated references involves running a hallucination detection process that identifies invented capabilities, applies explicit corrections, and propagates governance lessons to safeguard the workflow.
This hallucination detection and recovery process operates with no external dependencies or components, structuring its verification framework directly within the pipeline to ground outputs in evidence.
You need to generate a confidence map for artifact verification when your technology review workflow requires explicit citations and recovery steps to prevent hallucinations and ensure outputs are grounded in sources.
Automated factual verification limitations include the need for explicit supporting context or citations for each claim, as the process relies on capturing evidence and propagation paths to identify false constraints and prescribe recovery steps.
EliasOulkadiVerify factual claims via web search with evidence hierarchy and source credibility checks.
cristoslcRun two-phase integration and smoke tests via swain-test.sh outputs.
Hayao0819Synthesize multi-source research into structured reports with citation tracking.
tau-rsFlag unsourced claims in written drafts against a reference style guide.
