Why We Open-Source Our Validation: 69+ Automated Tests, Zero Hand-Waving

In an industry flooded with AI claims and benchmark theater, 72Energy takes a different path: every performance claim we make is backed by automated tests that run daily against our codebase.

The Problem with Unvalidated Claims

Most energy AI companies claim impressive numbers — 90% accuracy, 10x speed, revolutionary performance — but few can point to a continuously-running test suite that validates these claims against physics-based simulations every single day. We can.

What Our Test Suite Validates

Our GitHub-hosted CI/CD pipeline runs 11 parallel test jobs covering every critical component of the 72Energy platform:

• Physics Constraint Validation — Energy conservation within 1% tolerance, PDE residual verification, thermodynamic bounds enforcement

• EnergyPlus Comparison — Less than 3% RMSE validated against 500+ building simulations across 8 ASHRAE climate zones

• Performance Benchmarks — Sub-3-second DUGE optimization, sub-millisecond PINO/FNO inference on FPGA, 100+ buildings/second throughput

• Regulatory Compliance — 100% violation detection recall for ASHRAE 55/62.1/90.1 and NYC Local Law 97

• Security and Adversarial Robustness — FGSM attack resilience, sensor failure tolerance, Byzantine fault tolerance in federated settings

Why This Matters

When a utility, government agency, or building portfolio considers deploying AI-driven energy optimization, they need more than a slide deck. They need evidence that the system works under real-world conditions, maintains physics validity, and catches every compliance violation. Our open test infrastructure provides exactly that — verifiable, reproducible, and continuously updated proof.

Explore our full test suite on GitHub or contact us for a technical deep-dive.