Code Generation & IDE Environments
Agentic coding environments that grade system state, not diffs: integration engineering, fault injection, data migration, and terminal workflows against live containerized services.
Coding benchmarks grade artifacts. Production grades outcomes.
Most coding evals ask whether the patch applies and the unit tests pass. Integration engineering, where enterprise coding agents actually earn their keep, lives elsewhere: did the data arrive, did the webhook fire, did the system on the other side end up in the right state after a fault. Our code environments grade that.
Everyone builds coding environments because code is easy to verify. We build the coding work that is hard to verify: stateful, integration-heavy engineering against live business systems, where correctness only shows up in the system’s own records.
Built from a published benchmark, extended in private
ATS-Bench, our public integration-engineering benchmark, comes from this catalog: build, fix, harden, and migrate tasks against a live applicant tracking system, with webhook-verified grading and a private 200-task holdout. The same construction extends to private task families in your capability area, at difficulty bands calibrated to where current frontier models fail.
What early runs show
Frontier models scaffold confidently and stall on stateful verification. Completion drops sharply once tasks require reconciling the system’s actual state against intent, and again under fault injection. That gap is trainable, and these environments are the instrument for it.
What ships in the box
Tasks run against containerized services with real API surface area. Agents must discover actual system state, not pattern-match documentation.
The grader observes what the code did to the system, webhook by webhook and record by record, rather than inspecting what the code looks like.
Rate limits, timeouts, and injected faults separate agents that scaffold confidently from agents that keep pipelines correct under stress.
Schema migrations graded on zero loss and zero duplication, the failure mode that quietly ruins production systems.
Shell-driven workflows and multi-agent configurations run through the same harness, with full episode telemetry.
The same task grammar behind ATS-Bench, extended into private task families and harder difficulty bands available to license.
See it before you buy it.
Sample task packets and environment access for evaluation. Tell us the capability you care about and we will send the relevant cut.