research-code
SC25 LLM reliability assessment Tool
Fault-injection harness that flips individual bits during language model inference through PyTorch hooks, then restores them, so you can measure how your own model degrades under simulated soft errors instead of assuming it is resilient.
NeoHorse-1 Tool
Code and models for a routing harness that logs which model handled each request and how it went, then converts those logs into the next round of training data. Released alongside the paper as a working implementation of the evaluation-to-training loop.
JetSpec Tool
Parallel tree-drafting speculative decoding aiming for large, lossless inference speedups; project page and writeup with code, reporting up to several-times faster generation depending on the model and workload.
FlowEvo Tool
Training-free framework that compiles an agent's successful workflows into callable executable skills, stores them in a persistent bank, and suppresses entries that hurt later tasks. Reported 85.6 percent on ALFWorld at roughly a third the tokens. COLM 2026.