product-on-purpose/thinking-framework-skills · skills/think-ladder-of-inference-check/SKILL.md

think-ladder-of-inference-check skillA

think-ladder-of-inference-check is agent-read markdown (skill) from product-on-purpose/thinking-framework-skills: Produces an annotated reasoning trace that reconstructs how a conclusion was reached, from the observable data, to the data actually selected, to the meaning and assumptions added, then flags the riskiest leap and tests an alternative interpretation. Use when a conclusion feels certain but rests on interpretation, or to audit a contested inference..

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 product-on-purpose/thinking-framework-skills/think-ladder-of-inference-check@v0.1.0
Exact content
mdr add product-on-purpose/thinking-framework-skills/think-ladder-of-inference-check@sha256:4480bb5c294654b5

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_fhuhofilday2ac7z.svg)](https://markdownregistry.com/a/art_fhuhofilday2ac7z)

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Versions

versioncommittedcommitsizeaudit
v0.1.0 latest2026-06-01 5bad9cb 3,790 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 (3790 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

product-on-purpose/thinking-framework-skills · 17 stars · license Apache-2.0 · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_fhuhofilday2ac7z
GET https://markdownregistry.com/api/v1/resolve?ref=product-on-purpose/thinking-framework-skills/think-ladder-of-inference-check
GET https://markdownregistry.com/api/v1/blob/4480bb5c294654b5bfd4196f5c69439cd30b4ad263cf6b9f9826a564d4bdac63

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