
Responses API vs Chat Completions for Agents: Choosing a Contract
Compare state, tools, streaming, compatibility, and migration tradeoffs when an agent system moves beyond basic chat completions.
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Compare state, tools, streaming, compatibility, and migration tradeoffs when an agent system moves beyond basic chat completions.

Why a larger context window is not automatically cheaper, and how to compare input cost, cache behavior, output limits, and retrieval strategy.

How coding agents can read current model IDs, capabilities, prices, and routing hints from a structured catalog instead of stale prose.

A developer-focused guide to time to first token, output speed, queueing, p50/p95 latency, and workload-level performance.

A practical lifecycle policy for model IDs, aliases, pinned versions, deprecation notices, evaluation gates, and rollback plans.

A practical way to estimate prompt caching savings without confusing cache reads, writes, storage, and provider routing.