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Today's signal: developer agents are turning into an enterprise operations channel.
The pattern is not just better code generation. The pattern is that agents now need task initiation APIs, local execution sandboxes, MCP and A2A security scanning, trusted-file analysis, and evidence paths back into pull requests.
Adoption implication: the software delivery workflow is becoming agentic, but the control surface has to move with it. If an agent can start work, read repository instructions, call tools, use MCP servers, run commands, and open PRs, then agent governance belongs inside developer operations, not beside it.