👋 Hi, I’m @JakeFAU
🧠 I build AI systems that treat LLMs as components in decision pipelines—not endpoints
⚙️ Focus areas:
- Agent architectures & tool orchestration
- Retrieval, memory, and context construction
- Cost-aware computation (marginal value of information)
- Distributed systems for AI workloads
🔬 Current work:
- SOARcuit / SOARcast — self-organizing retrieval + memory system
- Prompt Transpiler — treating prompts as an intermediate representation
- Visual Agent — controllable multimodal agent frameworks
- Research on narrative persistence, identity, and decision-making under irreducibility
💬 Interested in:
- systems-level AI (not wrappers)
- Go / Python distributed systems
- weird, high-leverage ideas that actually run