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