Available for select projects
Custom algorithms
for hard problems.
We turn research ideas and business constraints into tested, working systems.
OptimizationMachine learningSimulationResearch engineering
Start with the problem
Bring a question,
not a specification.
We help turn an uncertain technical problem into a buildable algorithm, then make the evidence strong enough for a team, reviewer or customer to trust it.
Paper-to-code implementation, experiment design, baselines and ablations.
A runnable repository, documented assumptions and a validation report.
Selected work
Systems with
evidence attached.
Deployed product / Research verification
Checking whether a citation exists is only the first step.
For AICheck, a reference is compared across multiple scholarly sources, normalized, and reported with field-level mismatches. The result separates “real paper” from “paper that actually supports this claim.”
- Sources
- Crossref, OpenAlex, Semantic Scholar, PubMed, Europe PMC
- Output
- Traceable matches, differences and uncertainty
Ways to work together
One difficult unit
at a time.
A small, direct engagement is usually the fastest way to discover whether an idea works.
OPT
Optimization systems
Scheduling, routing, allocation and decision support built around your actual constraints.
RSEResearch engineering
Turn a paper, method or prototype into reproducible code and defensible experiments.
MLSMachine learning systems
Focused prediction, ranking and detection systems with explicit evaluation and failure analysis.
SIMSimulation and analysis
Test decisions before deployment with scenario models, sensitivity analysis and clear visual evidence.
Process
Small loops.
Visible proof.
You see assumptions, intermediate results and risks early. No long black-box build followed by a surprise.
- 01
Frame
Define the decision, constraints, baseline and evidence needed.
- 02
Prototype
Build the smallest version that can disprove the idea quickly.
- 03
Validate
Benchmark, inspect failures and test sensitivity to assumptions.
- 04
Ship
Deliver documented code, interfaces and a practical handoff.