From protocol specifications to production code.Automatically.
Deterministic code generation.
No hand-coding. No hallucinations.
Driven by formal models extracted from exchange specifications
and others…
Models+Transformations+Deterministic Generators → Correct Working Code
How It Works
The model-driven pipeline
Formal protocol models are extracted from specifications,
then transformed through deterministic generators into production-ready code.
Exchange Specifications
Binary protocol specifications from exchanges serve as the authoritative source — OPRA, CME MDP 3, NYSE Pillar, Nasdaq TotalView, and others.
Formal Models
Structured protocol models are extracted and validated from specifications, creating a precise, machine-readable representation of each protocol.
Generated Code
Deterministic generators produce correct, testable implementations across multiple languages and formats from a single source model.
Why Scaled Sources
Deterministic, Not Probabilistic
Our generators produce correct code from formal protocol models. No hallucinations, no unpredictable behavior. The same model always produces the same correct output.
Model-Driven, Not Prompt-Driven
We don't prompt an LLM to write code. We transform structured protocol models through deterministic generators. Updates propagate automatically to all generated code.
Production-Grade, Not Demo-Grade
Built for correctness, scale, and long-term maintainability. Generated code integrates into existing CI/CD pipelines, production environments, and regulatory workflows.
Confidentiality First
No cross-pollination between clients. Isolated artifacts and controls by design. We treat confidentiality as a first-class concern for trading firms and infrastructure providers.
Measurable Outcomes
What changes in practice
- Months of manual protocol implementation reduced to days
- Elimination of subtle bugs across dozens of feed handlers
- Consistent implementations that stay current with exchange spec updates
- Developer hours saved, latency reductions, fewer defects
The result: Faster time-to-market without compromising on precision. Free internal teams to focus on core alpha work while we handle protocol implementation at scale.
Get Started
We’ll show you what we can
deliver in days, not months.
Check our contact options. We work primarily via direct sales and partnerships.
We also support confidential discussions under NDA with audit rights for customers.