Scenario
Code-gen pipeline framework recommendation
Code generation pipelines need repo context, tests, sandboxing, review gates, and strict permissions. A custom workflow or LangGraph implementation is usually better than a loose multi-agent chat loop.
Recommended
Custom orchestration
Runner-up
LangGraph
Scenario-specific FAQs
Why custom orchestration?
Code workflows often need precise repository operations, test execution, patch review, and permission boundaries. Those requirements can outgrow generic agent abstractions quickly.
When is LangGraph enough?
LangGraph is enough when code tasks can be represented as reviewable states: inspect, plan, patch, test, and summarize. Custom runtime work is more useful when sandboxing or repo-specific controls dominate.