Agent-Skills.md

Agent Skills: acsets-dynamic-loader

Dynamically discover and load ACSet reference skills in dependency-optimal order using GitHub interactome analysis. Use when loading the acsets skill and needing its validation, generation, and coordination partners resolved automatically with GF(3) conservation guarantees.

UncategorizedID: plurigrid/asi/acsets-dynamic-loader

Repository

plurigrid/asi
plurigridLicense: MIT
6712

Install this agent skill to your local

pnpm dlx add-skill https://github.com/plurigrid/asi/tree/HEAD/skills/acsets-dynamic-loader

Skill Files

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skills/acsets-dynamic-loader/SKILL.md

Skill Metadata

Name
acsets-dynamic-loader
Description
"Dynamically discover and load ACSet reference skills in dependency-optimal order using GitHub interactome analysis. Use when loading the acsets skill and needing its validation, generation, and coordination partners resolved automatically with GF(3) conservation guarantees."

acsets-dynamic-loader

Automatically discovers and loads the three most critical skills referenced by acsets, ordered for maximum entity survival: validator first, generator second, coordinator last.

Use When

  • Loading acsets and needing its dependency skills resolved automatically
  • Analyzing skill dependency graphs via GitHub interactome
  • Ensuring GF(3) conservation across loaded skill triads
  • Optimizing skill load order for entity survival rate

Workflow

  1. Discover references using gh interactome and deepwiki analysis
  2. Score candidates by completion, survival impact, GF(3) contribution, and entropy
  3. Order by trit role: validator (-1) → generator (+1) → coordinator (0)
  4. Verify GF(3) balance: sum of trits must equal 0 (mod 3)
  5. Load skills in computed order

Reference Skills

| Role | Trit | Example Skill | Function | |------|------|---------------|----------| | Validator | -1 | sheaf-cohomology | Validates ACSet morphisms and transformations | | Generator | +1 | gay-mcp | Generates colored ACSet instances | | Coordinator | 0 | structured-decomp | Navigates and composes ACSet structures |

Survival Score Calculation

(defn calculate-survival-score [skill]
  (+ (* (:completion skill) 0.3)
     (* (:survival-score skill) 0.3)
     (* (case (:trit skill) -1 0.33, 0 0.34, 1 0.33) 0.25)
     (* (+ 0.5 (:entropy-impact skill)) 0.15)))

Optimal Ordering Algorithm

(defn optimize-loading-order [reference-skills]
  (let [by-trit (group-by #(:trit (val %)) reference-skills)
        best    (fn [group] (first (sort-by #(- (:final-score (val %))) group)))]
    [(best (by-trit -1))    ;; validator first
     (best (by-trit 1))     ;; generator second
     (best (by-trit 0))]))  ;; coordinator last

Example

bb duck/asi-skills/acsets-dynamic-loader/dynamic-loader.bb

Loaded 4 skills in optimal order
GF(3) conservation verified
Entity survival rate: 96.0%

Related Skills

  • acsets — primary skill to analyze
  • sheaf-cohomology — validation partner
  • gay-mcp — generation partner
  • structured-decomp — coordination partner
  • skill-dispatch — routes to discovered skills