NVIDIA GH200
584 upstream tests and 235 package tests passed.
Product PTX Kernel Factory
Inference only / Access close
PTX Kernel Factory
GPU kernels that improve with every run.
A fully autonomous agent swarm explores implementations, tests them on target NVIDIA hardware, and carries what it learns into the next generation.
- 01 Explore Parallel agent swarm
- 02 Build Compile candidates
- 03 Prove Target GPU evidence
- 04 Remember Advance the generation
Generation memory Useful evidence never returns to zero.
01 Compounding system
The factory does not reset.
Each run expands the evidence available to the swarm. Over time, the search becomes more informed, the strategies become more effective, and the resulting kernels become stronger.
- 01
Explore in parallel
Specialized agents search different implementation paths at the same time.
- 02
Measure what survives
Candidates are compiled, checked, and benchmarked on the target hardware.
- 03
Carry the evidence forward
Useful results become experience for the next search, not a discarded trace.
02 Inside SwarmOS
See the factory think.
SwarmOS exposes every level of a run, from the global control plane to one agent's reasoning, plan, and workspace.
03 Open-source proof
Published work, not a promise.
The first four factory artifacts cover RMSNorm and Kimi Delta Attention across Hopper and Blackwell. Source, tests, benchmark methods, and reports are open for inspection.
NVIDIA B200
All 580 upstream tests passed.
NVIDIA GH200
48 package tests and 65 subtests passed.
NVIDIA B200
Faster in every comparable case; all 66 package tests passed.
Operator-level results do not imply the same full-model speedup. The launch article includes test coverage, limitations, and measurement context.
04 Product access
New PTX access is closed.
PTX Kernel Factory now serves Inference Engine Factory only. We are no longer onboarding PTX Kernel Factory users because our compute resources are focused on Inference Engine Factory.
PTX Kernel Factory New users closed
Inference Engine Factory Current compute focus
The work continues at inference scale.
We are applying the autonomous search, real-hardware evaluation, and compounding evidence proven here to complete inference engines.
Explore Inference Engine Factory