inductive-runner SKILL.md skillA

inductive-runner from lulufoo/lulu-workflow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lulufoo/lulu-workflow/inductive-runner@git:20261004.4ffd0ff

Pins git:20261004.4ffd0ff in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lulufoo/lulu-workflow
Path
compose/inductive-runner/SKILL.md
Versions recorded
5
Latest version
git:20261004.4ffd0ff, committed Oct 4, 2026
First version recorded
Aug 22, 2026
Size
2,068 bytes
Repository stars
3
License
MIT

Coordinates pre-writing induction across topic convergence and open-point resolution.

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

# inductive-runner

## Goal

Through the G2→G3 spine, induce intent step by step and converge it into settled facts. Topic dialogue converges the substance. Open questions dispose what is still unresolved and material.

## Dispatch Inputs

The parent Compose stage supplies:

| Variable | Meaning |
|---|---|
| `$CYCLE_ID` | Active cycle identifier |
| `$SCOPE_REF` | Current slice source |
| `$SOURCE_PATH` | Slice source; equal to `$SCOPE_REF` |
| `$INTENT_BASELINE_REFS` | JSON array of intent references |
| `$NORM_CONSTRAINT_REFS` | JSON array of normative references |
| `$INDUCTIVE_OUT_DIR` | Active slice output directory |

Parent has already completed Fact Intake.

## Script Macros

| Macro | Command |
|---|---|
| `$INDUCTIVE_GATE_CTL` | `python3 "$SKILL_ROOT/compose/scripts/inductive/inductive_gate_control.py" --out-dir "$INDUCTIVE_OUT_DIR"` |

Use the control's `--help` as the command and stdout contract.

## Cognition

The stance every gate on this spine acts from.

| Term | Unit |
|---|---|
| induction, Open, land / defer / reject | `../references/cognition/producer/induce.md` |
| settled facts, fact set | `../references/cognition/fact.md` |

## Control Spine
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lulufoo/lulu-workflow/inductive-runner@sha256:23b48fb50fbaecb0

The line at the top of this page pins the label git:20261004.4ffd0ff, 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_k5iue3i6knbsmgoe.svg)](https://markdownregistry.com/a/art_k5iue3i6knbsmgoe)

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

Versions

The registry has recorded 5 versions of this file, between Aug 22, 2026 and Oct 4, 2026, about one every 11 days.

versioncommittedcommitsizeaudit
git:20261004.4ffd0ff latest2026-10-04 4ffd0ff 2,068 BA view · diff
git:20261003.b91f48a2026-10-03 b91f48a 2,149 BA view · diff
git:20260927.9cd03072026-09-27 9cd0307 2,288 BA view · diff
git:20260926.09b7c012026-09-26 09b7c01 3,029 BA view · diff
git:20260822.d34d4262026-08-22 d34d426 2,690 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 (2068 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

lulufoo/lulu-workflow · 3 stars · license MIT · pushed 2026-10-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_k5iue3i6knbsmgoe
GET https://markdownregistry.com/api/v1/resolve?ref=lulufoo/lulu-workflow/inductive-runner
GET https://markdownregistry.com/api/v1/blob/23b48fb50fbaecb033192c6e1bb544f9f0cae8b55683744e329e1edc36e77680

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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