Epic: Documentation for v0.4.0 release

[sephmard]

Nav Order

About → Get Started → Prepare Data → Configure Agents → Configure Models → Build Verifiers → Evaluate → Training Tutorials → Environments Tutorials → Model Recipes → Infrastructure → Reference → Contribute

Docs Details

Note: detailing additions/modifications

About

• no planned changes

Get Started

• include pip install

Prepare Data

• documentation updated per changes in epic: dataset preparation #1338

Configure Agents

• revamp index page
• built in agent harnesses
• connect external agents

Configure Models

• openai
• anthropic
• inference providers
• vllm (clarify vllm, local vllm, proxy vllm)
• sglang

Build Verifiers

• Resources server APIs
• Verification patterns
  • Equivalence Match
  • Execution and State Match
  • Reward Model

Evaluate (need to create child tickets)
New section, page structure needs to be planned

• models
• harness
• skills
• benchmarks
• ablations/iterations
• aggregate metrics (moved from environment tutorials)

Training Tutorials

• SWE tutorial with VeRL

Build Environments (renamed from Environment Tutorials)

• Several files moved to other sections, otherwise unchanged
• Currently these guides focus primarily on resources server implementation (tools, state, verification). For data preparation, harness setup, and evaluation, see Prepare Data, Configure Agents, and Evaluate. We should revamp these tutorials to be more holistic in future release.

Model Recipes (need to create child tickets)

• Nemotron 3 Super training recipe
• Nemotron 3 Ultra training recipe

Infrastructure

• Kubernetes
• Sandboxes

Reference

• remove Configuration (now duplicated in each Configure docs section)

Troubleshooting

• deprecate. troubleshooting guidance should be in context

Contribute

• add a benchmark (moved from environment tutorials)

Related Epics

#1338, #1434, #1452, #1451, #1454, #1256, #1453