flag-speculative-statements

Installation
SKILL.md

Ask AI to Flag Speculative Statements (Epistemic Tagging) (AI Skill)

Overview

Because AI models are trained to write in a consistent, authoritative tone, they deliver a verified historical date ("The Apollo 11 moon landing was in 1969") and an unverified financial estimate ("Competitor X generates $45M in ARR") using the exact same confident cadence.

The Epistemic Tagging Protocol forces the AI to prepend explicit visual markers ([VERIFIED FACT], [HEURISTIC / ESTIMATE], [SPECULATION]) to its claims, making uncertainty instantly recognizable.


The 3-Tier Epistemic Tagging Schema

Installs
1
GitHub Stars
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First Seen
Oct 23, 2026