calibrated-inference SKILL.md skillA
calibrated-inference from kalabint/llm-tooling is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add kalabint/llm-tooling/calibrated-inference@git:20260907.47ea7d2Pins git:20260907.47ea7d2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- kalabint/llm-tooling
- Path
skills/calibrated-inference/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260907.47ea7d2, committed Sep 7, 2026
- Size
- 749 bytes
- Repository stars
- 6
- License
- AGPL-3.0
When asked to estimate something unstated, produce a legible correctable evidence chain rather than refusing or fabricating a number.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Calibrated inference "Refuse because it is not certain" and "state a confident number from nowhere" are both failures. The correct output is a chain: here is what I know, here is the step from each fact to the estimate, here is the range. **Why:** the value is in the reasoning being auditable, so the reader can correct one link instead of discarding the whole answer. **How to apply:** show the inputs, the transform, and the uncertainty. Make each step something the reader could point at and call wrong. Prefer a wide honest range to a narrow invented one.
Read the whole file at its exact version.
How to install
mdr add kalabint/llm-tooling/calibrated-inference@sha256:891786f1aba6ac99The line at the top of this page pins the label git:20260907.47ea7d2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_airkdngztstdxws2)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 7, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (749 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
kalabint/llm-tooling · 6 stars · license AGPL-3.0 · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_airkdngztstdxws2 GET https://markdownregistry.com/api/v1/resolve?ref=kalabint/llm-tooling/calibrated-inference GET https://markdownregistry.com/api/v1/blob/891786f1aba6ac99d6b6c1690e470a4e7afd98362760c18f5708ee7eac64755d
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.