Optimization-change assurance
Pair a narrowly scoped semantic property check with separate numerical and performance evaluation of a computational change.
Research engagement
Selected product access: CLI · MCP · Headless
Compiler, runtime and computational-software teams reviewing generated or transformed implementations.
Agree the business requirement, model and outcome before choosing the implementation.
A promising timing result does not explain which behavior was preserved.
Select a narrowly defined property and an admitted source representation before attempting a formal check.
Parameter legality alone does not prove floating-point equivalence, bounds safety or freedom from races.
Keep configuration checks, semantic obligations, numerical tests and execution measurements as separate acceptance items.
A generated artifact needs version identity and evidence tied to the tested implementation.
Deliver the scoped property report, implementation identity and performance comparison for customer review.
The written scope names the inputs, implementation, evidence and handover your team receives.
The exact transformation family, source semantics and encoded property to be studied.
Only the bridge required for the admitted representation; unsupported behaviors stay visible.
The property result, numerical tests and whole-workload performance comparison, each with its own scope.
Implementation identity, known limits and deployment or rollback instructions for the accepted work.
Study a bounded index or integer transformation, then test the changed kernel numerically and on the target hardware. A passed property check does not replace the other tests. Illustrative, not a universal compiler verifier.
Illustration of the engagement, not a live solver or a customer case study.
Define the supported semantics and the exact obligation, not a blanket claim of program equivalence.
The following inputs and measures guide the proposal and acceptance plan.
Select only what the task needs.
These links do not assert a completed combined integration.
Commission a bounded scope using the existing engineering and licensing options. A $15,000 workload assessment or $30,000 focused sprint may fit a limited first step; neither includes the entire workflow by default. Larger implementation, operated delivery, compute and continuing rights are agreed separately.
This is a customer-specific engagement using selected existing products. The model, adapters, user experience and acceptance work are scoped before delivery. It does not add another underlying product or establish a completed integration.
Yes, where its input, output and operating interfaces fit the agreed scope. A custom adapter may be required. The existing tools do not have to be replaced to qualify one useful component.
Agree the baseline, required result, explicit limits, delivery capacity and acceptance tests before work begins. Existing software rates remain unchanged; engineering already included in a larger scope is not charged twice.
One capability. A connected workflow.
A team to put it into practice.