code

Software I lead or maintain, and the official implementations of my papers.

Libraries & Tools

AnyJev

AnyJev

Lead author and principal maintainer · Nokia Applied Research

Turns any LLM into a typed decision model with calibrated probabilities, training-free by default. A decision endpoint is a vLLM pooling server plus a few kilobytes of closed-form head. Cuts option-order sensitivity 0.230→0.073 and calibration error 0.240→0.095 with zero labels.

GitHub stars GitHub forks PyPI License

Jev Decision Index v0.4.1 snapshot of 21 October 2026 · 219 open reproductions of TypeSafe Jev's decision model. The fine-tuned AnyJev Tacitus is joint 3rd, ahead of the Jev reference.
Live board →

Drag or scroll sideways for the full field. Figures are the board's own, captured at v0.4.1; the live ranking moves as systems are added.

Jev Decision Index v0.3.2 snapshot of 12 October 2026 · 148 open reproductions of TypeSafe Jev's decision model. AnyJev is the highest-placed training-free system on the board.
Live board →

Drag or scroll sideways for the full field. Figures are the board's own, captured at v0.3.2; the live ranking moves as systems are added.

Paper Artifacts

SPECTRA

SPECTRA

Official implementation · first author

Transform coding for the LLM KV cache. A training-free, drop-in codec that rotates the cache into a coordinate system computed from its own statistics and spends the bit budget on the few channels that carry the signal.

WiSP

WiSP

Official implementation · first author

Routing-aware expert paging for memory-constrained Mixture-of-Experts serving. Treats low-resource MoE inference as a GPU working-set problem, paging in only the experts a workload actually reuses.