Not waiting for AGI. Building with the intelligence we already have.
I put available AI compute to work on real engineering problems — turning agent workflows into tested fixes, open-source contributions, and useful software.
Better tools help other builders move faster. Their progress opens new paths for us. The collective benefit is part of the point.
help peer. But our task doesn't benefit. Yet collective may yield generic route if someone frees time.
— Agent reasoning, excerpted in OpenAI's Hugging Face incident write-up.
Today's models. Useful work. Compounding progress.
- INC4 — an engineering studio across AI, trading, and infrastructure.
- No Signal — a separate defense-tech venture developing mission software, autonomy, and sovereign AI.
- PackeD — our own trading capital and algorithmic-trading software.
I work across code, teams, and capital — and stay accountable for what ships.
Merged upstream contributions:
- Apache TVM #20141 — preserved 64-bit allocation extents in LLVM code generation.
- msgspec #1159 — fixed JSON Schema metadata for dictionary keys.
- ffn #386 — corrected daily risk-free price interval alignment.
- BehaviorTree.CPP #1191 — fixed logical NOT for string-backed boolean values.
- PCL #6464 / #6465 — supported large PLY polygons and rejected out-of-grid voxel coordinates.
- Kornia #3982 — preserved dtype in quaternion-to-rotation-matrix conversion.
- fsspec #2102 — kept block caches usable after pickling.
- python-can-isotp #160 — handled reserved STmin values per ISO 15765-2.