Track and calibrate epistemic confidence labels against ground truth in a persistent ledger.
npx skills add https://github.com/TylerGarlick/abraxas --skill aletheia
Please help me install this Agent Skill. Skill: aletheia Source: https://github.com/TylerGarlick/abraxas/tree/main/skills/aletheia Command: npx skills add https://github.com/TylerGarlick/abraxas --skill aletheia
This Skill transforms AI output from a one-time event into a practice of epistemic discipline by tracking the accuracy of confidence labels over time. It addresses the problem of AI hallucination and unreliable confidence by creating a feedback loop between claims made and ground truth.
[KNOWN], [INFERRED], and [UNCERTAIN] labels.Use the aletheia skill to confirm the claim that 'Photosynthesis occurs in chloroplasts'.
High-intent search queries and answers about installing and using this skill.
Ground-truth tracking records confirmations and disconfirmations of AI-generated claims in a persistent ledger, enabling you to monitor epistemic accuracy and identify calibration drift over time.
Epistemic calibration addresses AI hallucination by creating a feedback loop between claims made and ground truth, transforming AI output into a practice of epistemic discipline through persistent tracking of confidence label accuracy.
To confirm or disconfirm AI-generated claims, resolve labeled claims against new evidence as it becomes available, building a personal record of your AI's epistemic reliability within the persistent ledger.
This fact-checking tool operates exclusively on Sol-mode labels, specifically tracking and calibrating the accuracy of [KNOWN], [INFERRED], [UNCERTAIN], and [UNKNOWN] confidence labels generated by AI systems.
Without ground truth resolution, epistemic confidence tracking cannot identify calibration drift or bias, as the persistent ledger requires confirmations, disconfirmations, and supersessions to establish a reliable feedback loop.
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