SOFTWARE & SYSTEMS

Protocols & distributed safety (TLA+)

Protocols & distributed safety (TLA+) 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

Specify distributed consensus algorithms and prove them free from deadlocks, livelocks, and state-inconsistency bugs under network partitions and node crashes.

Tools and runtime

TLA+ TLC model checker + Alloy Analyzer + Quint

OPENENV / TLA+

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
• Production incident reproduction & RCA
• Mutation testing & test suite hardening
• Automated software migrations & refactoring
• Enterprise network verification (Batfish)
• 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.