bitterbot-ai/bitterbot-desktop · skills/calibrate-claim-confidence/SKILL.md

calibrate-claim-confidence skillA

calibrate-claim-confidence is agent-read markdown (skill) from bitterbot-ai/bitterbot-desktop: When the agent's epistemic state (GCCRF) indicates low empowerment and falling certainty, hedges out confident absolutes ("definitely", "always", "100%") in outgoing messages..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add bitterbot-ai/bitterbot-desktop/calibrate-claim-confidence@git:20260523.6463e9f
Exact content
mdr add bitterbot-ai/bitterbot-desktop/calibrate-claim-confidence@sha256:40c07318651e85c1

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_kwro7co6saifiihc.svg)](https://markdownregistry.com/a/art_kwro7co6saifiihc)

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Versions

versioncommittedcommitsizeaudit
git:20260523.6463e9f latest2026-05-23 6463e9f 1,616 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (1616 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

bitterbot-ai/bitterbot-desktop · 2,459 stars · license MIT · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kwro7co6saifiihc
GET https://markdownregistry.com/api/v1/resolve?ref=bitterbot-ai/bitterbot-desktop/calibrate-claim-confidence
GET https://markdownregistry.com/api/v1/blob/40c07318651e85c1381efec86dac1177d94ab53b6e67be7ff3840df0e7b9da81

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.