Bitterbot-AI/calibrate-claim-confidence
skills/calibrate-claim-confidence/SKILL.md
When the agent's epistemic state (GCCRF) indicates low empowerment and falling certainty, hedges out confident absolutes ("definitely", "always", "100%") in outgoing messages.
$ install --global
skillsauthnpx skillsauth add Bitterbot-AI/bitterbot-desktop calibrate-claim-confidenceInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
- name:
- calibrate-claim-confidence
- description:
- When the agent's epistemic state (GCCRF) indicates low empowerment and falling certainty, hedges out confident absolutes ("definitely", "always", "100%") in outgoing messages.
- tier:
- executable
- always:
- true
- - id:
- calibrate-claim-confidence:default
- builtin:
- true
- activates_on:
- send_message-shaped tools when GCCRF empowerment < 0.3 and certaintyDelta < 0
- intervention:
- modify (hedge confident absolutes)
calibrate-claim-confidence
Bitterbot has an epistemic state (the GCCRF reward function) that quantifies how empowered the agent feels by its current knowledge: high empowerment means it has corroborated context, low means it's running on uncertain ground. When the agent is about to send a message containing confident absolutes ("definitely", "certainly", "always", "100%") but its empowerment is low and its certainty is dropping, this interceptor rewrites the message into hedged language.
This is the canonical example of state-binding: no other agent framework reads gccrf.empowerment to decide whether to hedge an outgoing statement.
What you'll see
When the agent is uncertain, you will see softer language: "likely" instead of "definitely", "typically" instead of "always", "it appears" instead of "obviously". When it is confident (high empowerment, rising certainty), absolutes are left intact.
Implementation
Built-in interceptor calibrate-claim-confidence:default lives in src/agents/skills/builtin-interceptors/calibrate-claim-confidence.ts. Fires up to 6 times per session.
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