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 integration 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.
A message can request agent work without being allowed to invent the user, channel, permissions, or actions behind that work.
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.
Keep the coding experience your engineers know while adding governed model routing, evidence, cost controls, and safer optimization underneath it.