The Real OpenAI Ultrafast Mode Speedup, Workload by Workload
OpenAI Ultrafast mode promises up to 14x speed, but decode is only part of request latency. Here is the math for chat, RAG, tool loops, and voice agents.
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OpenAI Ultrafast mode promises up to 14x speed, but decode is only part of request latency. Here is the math for chat, RAG, tool loops, and voice agents.
The langchain vs langgraph decision is a shift from stateless DAGs to cyclic state machines for building stateful autonomous AI agents in production.
ChatGPT Business Premium pricing at $125 reveals the real cost of agentic AI. Reverse-engineer the token math to set your own agent price floor.
AI agent cost per resolution, not eval accuracy, decides if your agent ships or dies. Token pricing hides the unit economics of retries and failures.