aytuakarlar

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  1. CSL-Core is a policy engine that formally verifies AI agent constraints using Z3. Instead of prompting an LLM to behave, you write a small policy in CSL (Constitutional Specification Language), Z3 proves it has no…

  2. Hi HN, I'm Aytug, the creator of CSL-Core. We built this because we realized that "prompt engineering" isn't enough for critical AI systems (like in finance or governance). You can't just ask an LLM nicely not to delete…

  3. Hey HN, I've been obsessed with a problem: raw LLMs are powerful but unsafe for high-stakes decisions. I've spent the last few months building a hybrid architecture to make them more rational and disciplined. To test…

  4. I’ve just released Project Chimera v1.2, an open-source hybrid AI agent that blends neuro-symbolic reasoning with causal inference to tackle strategic decision-making problems. Benchmarks: I tested my…

  5. Over the past few months, I’ve been building Project Chimera — a prototype AI agent that integrates three reasoning paradigms into a single decision-making system: - Neuro (LLM) for creative strategy generation -…