/neuro-symbolic-reasoning

name: neuro-symbolic-reasoning
description: Neuro-symbolic AI combining LLMs with symbolic solvers. Use when exploring neuro-symbolic approaches (ideation, no code) or implementing solver integrations (code).

Neuro-Symbolic Reasoning

Mode Detection

Detect user intent and route accordingly:

**→ Ideation**: "How should I...", "What are the tradeoffs...", "Design an experiment..."

• NO code, NO file creation
• See [references/ideation.md](references/ideation.md)

**→ Implementation**: "Implement...", "Build...", "Write code...", "Debug..."

• See [references/solvers.md](references/solvers.md) for code
• See [references/logic-llm.md](references/logic-llm.md) for format
• See [references/packages.md](references/packages.md) for setup

File Creation Policy

**Small files, few files:**

• Create files (not inline code) but keep them small and focused
• Avoid scaffolding project structures unless asked
• Follow good coding practices: clear names, comments where needed

Core Pipeline

NL Problem → LLM Formulator → Logic Program → Symbolic Solver → Answer
                    ↑                              |
                    └──── Self-Refinement ←────────┘

Solver Selection

| Logic Type | Solver | Use When | |------------|--------|----------| | First-order logic | Prover9 | Expressive reasoning, theorem proving | | Constraints/SAT | Z3 | Scheduling, planning, satisfiability | | Rule-based | Pyke | Simple propositional rules |