SOFTWARE & SYSTEMS

Production incident reproduction & RCA

Production incident reproduction & RCA is an OpenEnv-compatible reinforcement learning environment in our Software & Systems catalog. An agent acts through the tools below, and a deterministic verifier scores every episode, so the reward can be used for GRPO or other RLVR post-training.

Task and verification

Ingest production traces, OpenTelemetry metrics, and crash dumps to reproduce root-cause failure conditions in a sandbox and verify targeted bug fixes.

Tools and runtime

Distributed trace replay + root-cause regression suites

OPENENV / RCA

Related Software & Systems gyms

• Lean 4 formal theorem proving
• Kernel / Triton GPU optimization
• SQL transformation & query optimization
• Database query plan performance tuning
• Compiler optimization pass verification
• Concurrency race & deadlock repair
• Mutation testing & test suite hardening
• Automated software migrations & refactoring
• Enterprise network verification (Batfish)
• Protocols & distributed safety (TLA+)
• Quantum-circuit compilation & routing
• Research mathematics & symbolic conjectures
• Desktop OS agentic computer use (QEMU)
• Cloud cost optimization under strict SLOs

See how these environments are run privately on the custom RL environments page, and how their rewards are made hard to game in our verifier design guide.

Plan a training run

Check the environment’s availability, compatible models and compute in Studio. A catalog entry does not guarantee that hosted training is enabled for your workspace.