AI 工程的新范式:从单次调用到循环思维
- ID:
4999671e - Author: Rahul (@sairahul1)
- Source URL: https://x.com/sairahul1/status/2064343621130932644
- Original Date: Tue Jun 09 13:47:27 +0000 2026
- Category: agents
- Quality Score: 4/5
- Fetched: 2026-07-08T04:25:15
- Engagement: 3974 likes / 447 RTs / 190 replies / 1522943 views
English
Source: <https://x.com/sairahul1/status/2064343621130932644>
Anthropic and OpenAI are both telling engineers to write loops.
Not prompts. Not agents. Loops.
That is not a coincidence.
When the two most important AI labs on the planet independently converge on the same pattern — that is a signal worth paying attention to.
Most engineers are still thinking in terms of single calls.
Input → model → output.
The engineers winning in 2026 think in cycles.
Output becomes input. The model evaluates its own work. The loop runs until the result is right.
This is the complete breakdown of what loops are, why they matter, and how to build them ↓
Embedded image: <https://pbs.twimg.com/media/HKX_OnhagAAzcfe.jpg?name=orig>
中文要点
Anthropic and OpenAI are both telling engineers to write loops. Not prompts. Not agents. Loops. That is not a coincidence. When the two most important AI labs on the planet independently converge on the same pattern that is a signal worth paying attention to. Most engineers are still thinking
- 两位头部 AI 实验室同时倡导「写循环」，这是一个值得注意的信号；
- 大多数工程师还在按「单次调用」思维工作；
- 2026 年胜出的模式：把「输出」变回「输入」，模型先评估自己的工作，再迭代，直到结果过关。
*Entry ID: 4999671e* *抓取时间: 2026-07-08T04:25:15*