prolog-neurosymbolic-agentlisted
Install: claude install-skill dougransom/prolog-agent-toolkit
# Neurosymbolic AI & LLM + Prolog Architecture Guidelines
Use this skill when designing neurosymbolic AI agents where an LLM handles natural language processing, semantic translation, or heuristic generation, while a Prolog engine serves as the deterministic logic solver, knowledge base, and safety verifier.
## 1. Division of Responsibility
```
+------------------------------------+
| LLM Subagent |
| - Natural Language Parsing |
| - Heuristic Search Guidance |
| - User Explanation & Formatting |
+------------------------------------+
|
Synthesizes | Validates &
AST/Facts | Resolves Constraints
v
+------------------------------------+
| Prolog Logic Engine |
| - Ground Truth Verification |
| - CLP(Z) Constraint Satisfaction |
| - Pure DCG AST Validation |
+------------------------------------+
```
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## 2. Recomme