RL environments, evals and training data that make frontier models better at software engineering, agentic workflows, cybersecurity, physical AI and more.
Deliverables
What you receive.
RL environments and verifiers
Verifiable tasks in resettable sandboxes, with graders tested against hacks.
Hard, verifiable tasks in resettable sandboxes
A reference solution for every task, passing its own verifier
Tests, state checks and rubrics
Audited for reward hacks by red-teamers
Delivered in the Harbor task format or yours
Evals and benchmarks
Private held-out eval sets with pass rates and failure analysis.
Custom held-out eval sets, kept private
Pass rates on open-weight models
Failure analysis by task
Expert data
Demonstrations, preference rankings, rubric scores and gold trajectories.
Demonstrations and reasoning traces
Preference rankings with rationales
Rubric scores and gold trajectories
Managed expert teams
A matched team of engineers, run by our leads and our QA.
A team matched by work tier
Led by our own leads, with our review and QA layers
Working inside your process and tools
NxtWave is the vendor of record in India
Domains
Four domains, one pipeline.
Software engineering
Repository-level fixes and features, judged by hidden tests.
Bug fixes and features with hidden tests
Terminal, build and DevOps tasks
Refactors and migrations, including legacy COBOL and Java
Gold traces
Agentic workflows
Resettable apps where agents use real tools.
Resettable CRMs, ticketing and spreadsheets
Tool-use and MCP tasks with state checks
Computer-use demonstrations
Cybersecurity
Find-and-fix work on real vulnerabilities.
Find-and-fix tasks on real vulnerabilities
Secure code review
Red-teaming of tasks and graders
Physical AI
Robotics and embodied AI datasets on the same pipeline.
Datasets for robotics and embodied AI
Built and checked on the same pipeline
Engagement
Ways to work.
Fully managed projects
We deliver accepted data, tasks and environments.
Specialist services
One stage on its own, such as verifiers, environments or reward-hacking audits.
Dedicated pods
A matched team inside the client's process and tools.
Flexible experts
Vetted engineers matched by level, with our QA on request.
RL tasks ship in the Harbor task format used by public coding benchmarks, or in the client's format. Client work is never published or reused.