Build a Governed LangChain Agent with Punk
A production agent needs more than a useful answer. It needs explicit execution boundaries, approval before consequential work, and evidence that survives the run.
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Articles about tool use and its practical role in production agent work.
A production agent needs more than a useful answer. It needs explicit execution boundaries, approval before consequential work, and evidence that survives the run.
Coding agents need more than text streaming. They need a runtime that preserves typed tools, reasoning summaries, terminal states, and evidence end to end.
Claude stays the developer interface while Punk adds a governed model path and optional runtime tools underneath it.
The safest repeatable work is often not the answer. It is the reliable sequence an agent follows to find the answer again.