·9 min read
Role-Based Multi-Agent Frameworks: What They Get Right, and the AutoGen Lesson
Assigning agents roles and letting them converse is a genuinely useful abstraction for some problems and a determinism disaster for others. Meanwhile the most-cited framework in the category went into maintenance mode this year, which is its own lesson about what to depend on.
·10 min read
OpenAI Agents SDK vs LangGraph vs Google ADK: Choosing by Constraint
Feature tables do not help, because all three do the same core thing. What separates them is four constraints — where state lives, where it deploys, what you can see when it breaks, and what your team already knows. Pick on those and the choice makes itself.