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GPT-5.6自己优化自己实锤了,新的左脚踩右脚已经出现

量子位 Efficiency & Systems henry 2026-07-30
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TL;DR - OpenAI reportedly deployed GPT-5.6 to optimize its own production stack, cutting end-to-end serving costs by 20% and improving token-generation efficiency by over 15%. The system resembles an early, human-supervised self-improvement loop rather than fully autonomous recursive self-improvement.

  • GPT-5.6 analyzes production traffic, tests routing strategies, and tunes batching, sharding, and KV-cache configurations.
  • It uses Codex to rewrite Triton and Gluon kernels and runs hundreds of experiments to optimize speculative-decoding draft models.
  • A Rust agent harness reduces repeated work through on-demand tool discovery, capped tool outputs, and append-only contexts that preserve prompt-cache validity.
  • Humans still define objectives, permissions, and evaluations and approve production deployments.

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