Agent skill · Testing & QA

abductive-repl

Hypothesis-Test Loops via REPL for Exploratory Abductive Inference with Gay.jl colors

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill abductive-repl --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 4 KB
Bundled scripts: none
Path: skills/ai-llm/abductive-repl/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# abductive-repl > Hypothesis-Test Loops via REPL for Exploratory Abductive Inference **Version**: 1.1.0 (music-topos enhanced) **Trit**: 0 (Ergodic - coordinates inference) **Bundle**: repl ## Overview Abductive-REPL enables exploratory abductive reasoning through an interactive REPL. Given observed outcomes, it generates hypotheses, tests them, and refines understanding through iterative loops. ## Core Concept ``` Observation → Generate Hypotheses → Test → Refine → Repeat Abduction: Given effect E and rule "A implies E", hypothesize A as possible cause. ``` ## Enhanced Integration: Interpreters ### Julia (Gay.jl) - Primary ```julia # Start abductive REPL with Gay.jl julia --project=Gay.jl -e 'using Gay; Gay.repl()' # In REPL: gay> !abduce 216 125 157 # Searches invader space for color match ``` ### Hy (HyJAX) - Secondary ```hy ;; thread_relational_hyjax.hy integration (import lib.thread_relational_hyjax :as tra) (defn abduce-from-color [r g b] "Abduce invader ID from observed RGB" (let [target [r g b] analyzer (tra.ThreadRelationalAnalyzer)] ;; Search hypothesis space (lfor id (range 1 10000) :if (color-match? id target 0.05) {:hypothesis id :confidence (- 1.0 (color-distance id

What's inside
Steps it walks through
  1. Overview
  2. Core Concept
  3. Enhanced Integration: Interpreters
  4. Julia (Gay.jl) - Primary
  5. Hy (HyJAX) - Secondary
  6. Babashka (bb) - Scripting
  7. REPL Commands Enhanced
  8. Properties (Testable Predicates)
  9. GF(3) Triad Integration
  10. Justfile Recipes
  11. Related Skills
Ships with 1 file
  • metadata.json
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About this skill
What does the abductive-repl skill do?

Hypothesis-Test Loops via REPL for Exploratory Abductive Inference with Gay.jl colors

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill abductive-repl --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going