abductive-engineering SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

abductive-engineering from annatchijova/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add annatchijova/skills/abductive-engineering@git:20260708.f31c428

Pins git:20260708.f31c428 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
annatchijova/skills
Path
abductive-engineering/SKILL.md
Versions recorded
1
Latest version
git:20260708.f31c428, committed Jul 8, 2026
Size
12,932 bytes
Repository stars
9
License
a license file GitHub does not identify

Software engineering best practices grounded in C.S. Peirce's abductive reasoning and his triadic framework (abduction–deduction–induction, sign–object–interpretant, Firstness–Secondness–Thirdness). Use this skill whenever the user is debugging a defect, investigating an incident or outage, doing root cause analysis, reviewing code, writing a postmortem, naming things (variables, APIs, services), making architectural or design decisions under uncertainty, or asks for a…

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

# Abductive Engineering

A methodology for software engineering that applies Charles Sanders Peirce's logic of inquiry. Peirce identified three irreducible modes of inference and argued that all genuine inquiry cycles through them. Software work — especially debugging, design, and review — is inquiry, so the cycle applies directly.

The two core tools of this skill:

1. **The inference triad** (abduction → deduction → induction) — the engine of debugging, incident response, and design.
2. **The semiotic triad** (sign → object → interpretant) — the lens for naming, APIs, code review, and documentation.

A supporting lens, Peirce's **three categories** (Firstness, Secondness, Thirdness), is explained in `references/peirce-foundations.md`. Read that file when the user wants theoretical depth, asks "why does this work", or requests teaching material about the framework itself. For everyday application, this file is sufficient.

---

## Part 1: The Inference Triad — Debugging and Investigation

Peirce's canonical form of abduction:

> The surprising fact, C, is observed.
> But if A were true, C would be a matter of course.
> Hence, there is reason to suspect that A is true.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add annatchijova/skills/abductive-engineering@sha256:ed8dce445420a1d9

The line at the top of this page pins the label git:20260708.f31c428, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_erdsri35u4zsthsa.svg)](https://markdownregistry.com/a/art_erdsri35u4zsthsa)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 8, 2026.

versioncommittedcommitsizeaudit
git:20260708.f31c428 latest2026-07-08 f31c428 12,932 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (12932 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

annatchijova/skills · 9 stars · license a license file GitHub does not identify · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_erdsri35u4zsthsa
GET https://markdownregistry.com/api/v1/resolve?ref=annatchijova/skills/abductive-engineering
GET https://markdownregistry.com/api/v1/blob/ed8dce445420a1d92dfde62e01be3fa2897a659a267311334e922ba45c60430c

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.

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Every file in annatchijova/skills

Other files named abductive-engineering

abductive-engineering SKILL.md skill
annatchijova/vigia-intent-analysis · docs/skills/abductive-engineering/SKILL.md · Software engineering best practices grounded in C.S. Peirce's abductive reasoning and his triadic framework…
git:20260705.85daaad · audit A · 18 stars

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