Chipforge AI / Domain training
Training looks healthy. The benchmark gets worse.
Investigating CPT and SFT regressions in an RTL model with reproducible VerilogEval runs and controlled experiments.
Selected work
Hard problems. Concrete work.
Selected experience and how we debug.
Debugging approach / Agent reliability
The agent worked yesterday. What changed?
Replay failing tasks, locate the first wrong decision, and separate model failures from context, retrieval and tool failures.
MoE-XRay / Model analysis
Inspecting which experts a model uses for different tasks.
OLMoE routing traces, task-category comparisons and sanity checks, with analysis code and recorded results.
What is your model getting wrong?
Send Avinash a failing example and what you have tried.