Theo Browne argues that developers often over-engineer requests before discovering what an agent can already do. In T3 Code examples, Theo Browne asks for tool-call timing reports, context visualizations and coordinated investigations instead of adding a separate interface for each need. These are demonstrations and personal experiences, not controlled performance comparisons.
Theo Browne uses a terminal triage entry point to show the distinction between a fixed workflow and an agent-facing playbook. The entry point passes machine context and instructions to an existing coding harness, while the playbook asks for reproducible symptoms, investigation and careful issue reporting. The argument is that flexible conversation can handle branches a rigid support form would struggle to anticipate.
Theo Browne concludes that engineering remains important: agents need useful telemetry, accessible data, integration boundaries and tools. He describes asking an agent what information is missing when debugging fails, then improving those primitives. Personal productivity gains and product comparisons remain attributed claims; the account does not recommend indiscriminate access to private accounts or autonomous changes without safeguards.
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