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agents
3 posts
agentsengineering
Agentic graphs vs. loops: what actually breaks when agents run wide
Linear agents get slow when independent work is forced through one queue. Graphs help when the work is genuinely wide, as long as verification, isolation, and measurement are built into the structure.
6 min read
agentsengineering
Why the Hermes agent framework is the default assistant in every Levain workspace
Levain workspaces now ship with a default assistant built on the Hermes agent framework because Hermes can keep memory, read a knowledge base, and write reusable skills. That means the assistant can learn how your business works instead of asking you to explain billing, approvals, or customer handoffs every Monday.
5 min read
agentsengineering
Your AI agent went live. Now the real work starts.
Agents don't improve on their own. A structured iteration loop (measure, test, refine) is what separates a v1 that stagnates from one that gets meaningfully better over time.
4 min read