Steve Coffey explains the Responses API as an agent-oriented evolution of earlier APIs, then discusses transport, context processing and implementation bottlenecks. He describes persistent connections and incremental context as ways to reduce repeated work, while noting that tool calls can dominate a user's observed latency even when inference is fast.
Joe Gershenson and Ahmed Ibrahim discuss code-mode tool composition, a simple and consistent harness, and recovery for long-running tasks. They also describe voice input as a useful way to turn unstructured thoughts into an editable first draft. Productivity estimates and future plans remain the speakers' personal reports, not universal performance guarantees.
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