
I am an applied AI researcher.
I am broadly interested in superhuman hardware co-design, and in recursive self-improvement through AI that designs the chips and energy systems that power it.
These days I am building System-4, a recursive agent harness, and super-scale RL infrastructure at mythein.com. I am also building AI for HVAC and energy infrastructure at manuel.chat.
Building scalable, self-improving AI systems is one of the most important goals of our time, and I am pursuing it across several domains. My personal aim is to contribute to abundance.
Here I share open, technical deep dives and worklogs. My open-source projects are on GitHub.
Projects
- Open sourcecu-Jev. CUDA-native System One decision engine with a Jev-compatible API.
Writing
- 2026 SepRecurrent Looped Transformer in Lean
- 2026 SepIntroducing cu-Jev (CUDA-Jev)
- 2026 SepCodex x Fable 5.1 x Fugu Ultra v.1.1
- 2026 AprVerified Replay Distillation
- 2026 MarAutoresearching Mamba
- 2026 MarAI Agent Skill Catalog
- 2026 FebMem-RLM: Memory for Recursive Models
- 2026 FebAgents Learn Skills in Claude Code
- 2026 FebCompression and Computation
- 2025 NovBatch-Invariant Inference in JAX
- 2025 OctStreaming Deep Agents