The Compute Optimization Engine runs firmware, drivers, systems and code on any chip. HPC and high-frequency trading reviewers are built into the pipeline, and one grader scores every vendor.
Four reasons to trust the product
Enterprises buy the whole environment. The engine owns every layer.
HPC reviewers sit inside the pipeline on every hard case.
Checks set by engineers who tuned bare metal for nanoseconds.
One grader and one acceptance bar for every chip.
Building this engine for DARPA and other highly regulated partners, and working with regulators.
01 Expert review
A global bench of engineers with accumulated HPC experience, led by Laela, is a stage of every job.
stage status agent draft DONE real chip check FAIL shape 4096x7 expert review DONE HPC reviewer real chip check PASS senior sign off DONE fix saved kernel memory proof pack SIGNED
Reviewers cover firmware and board bring-up through drivers, interconnect, thermal, compilers and kernels.
The engine runs the routine work. A hard case moves to an expert reviewer, and the fix is reused for every customer on that chip.
A global bench keeps jobs moving across time zones. US engineers review work for US customers.
Every environment shows a named regression owner who watches it after delivery.
02 Trading roots
Laela and several of the reviewers come from high-frequency trading.
On a trading desk, a few nanoseconds decide the trade. Those engineers set firmware, pinned cores, shaped memory traffic and cut jitter on the network path. The engine runs the same checks on your AI and HPC systems.
Tail latency, scheduling and data movement, measured at p95 and p99 as well as the average.
Numbers checked against an FP64 answer, so speed always comes with a correct result.
1000 identical runs per kernel, so fast stays fast on every run.
03 Independent
Every chip faces the same rigorous deployment and diagnostic standards.
So every chip earns its win. The engine compares every vendor on the same test, with the same shapes, the same accuracy bar and the same signed proof. You get the chip and the setup that fit your workload best.
NVIDIA, AMD, Intel, Google TPU, AWS Trainium, Qualcomm, Apple and Arm all face the same acceptance contract.
Before a move, the console shows kernel speed, memory, sustained thermal runs and interconnect topology side by side.
The Compute Clearinghouseâ„¢ issues a signed pass or fail, and sellers keep their methods private.
An Ed25519 signed proof pack with an offline verify script lets your team rerun the result.
04 Regulated partners
Computelab.co is building this engine for DARPA and other highly regulated partners, and working with regulators.
Neutrality makes this possible. Public agencies, labs and regulated buyers need a measuring party with no stake in any one chip. The engine gives them measurements and proof they rely on.
An air gapped mode that keeps data and proof packs on site.
Safety-standard evidence for MISRA, AUTOSAR and ISO, plus a confidential-compute release check.
Computelab.co engages with regulators on how compute is measured and verified.
Side by side
| Question | Other optimizer | Computelab.co |
|---|---|---|
| Which chip it favors | May focus on a narrower set of hardware. | Any chip. Every vendor gets the same test. |
| Scope | Often one layer, such as kernels or a compiler. | The entire environment, from firmware to kernels. |
| Hard cases | A tool, with limited human help. | HPC and high-frequency trading reviewers built into the pipeline. |
| Proof | Benchmarks chosen by the vendor. | A signed proof pack you verify offline. |
| Public sector fit | A stake in one vendor's sales. | Building this engine for DARPA and other highly regulated partners, and working with regulators. |
| After delivery | Updates follow its product roadmap. | Watch rechecks every driver and framework release, with a named owner. |
Plans
Every layer from firmware up, self-hosted or air gapped, and the full Clearinghouse.
Start freeRun your hardest system through the engine. Any chip.
Your first check and first solution are free.