How to Benchmark Frontier Coding Models on Real World Engineering Tasks

Try it yourself

1. 1Submit a multi file tracing prompt to evaluate if the model tracks architectural state accurately across hundreds of thousands of context tokens.
2. 2Provide raw data alongside a visual slide template to test whether the assistant matches fonts, grids, and brand styling automatically.
3. 3Query the assistant with a legitimate security patch verification request to inspect its safety refusal behavior and fallback mechanisms.
4. 4Compare model outputs against your team's specific requirements to identify silent downgrades or overly restrictive safety blocks.