辉恺 Hui Kai

AFP 提示框架原创者

[辉恺 Hui Kai @huikai]

AI 不确定时，你要它装懂，还是稳住？

AFP（Antifragile Prompting）用 SafeLoop 把「〔假设〕→〔验证路径〕→小步试错」写进对话，让输出更稳、可追踪、可复现。

下载白皮书：https://t.co/FDSkBJgYbZ

#AntifragilePrompting #SafeLoop #AI #提示工程

[辉恺 Hui Kai @huikai]

@thsottiaux

[辉恺 Hui Kai @huikai]

@thsottiaux @tulseedoshi Whenever I see the word “Sorry,” I think of “Reset.”

[辉恺 Hui Kai @huikai]

@thsottiaux Try out a simple AGI prototype?

[辉恺 Hui Kai @huikai]

@thsottiaux I know what you mean 😆🤣👍

[辉恺 Hui Kai @huikai]

@thsottiaux @giffmana Please combine the usage limits for Chat and Work into a single shared pool.

[辉恺 Hui Kai @huikai]

GPT-5.6 helped me move from using AI to designing how AI should think, verify, stop, and act. I built Strategic Unseeing to make complex reasoning more traceable, practical, and accountable.

[辉恺 Hui Kai @huikai]

@IamRamenPanda 解剖师

[辉恺 Hui Kai @huikai]

模型多聪明，你仍需要 AFP。
因为你要的不只是答案，是稳健的标准。

🔹研究人员｜结果可复现
🔹企业团队｜跨模型一致性
🔹风险行业｜合规与追溯
🔹教育培训｜透明可解释
🔹组织治理｜团队 QA 层

AFP = SafeLoop 回路 + 假设 + 验证路径 + 替代方案。

👉 了解更多：https://t.co/lxC7QthRDv

[辉恺 Hui Kai @huikai]

Even the smartest model needs AFP.
Not just answers — but standards.

🔹 Research: reproducible
🔹 Teams: consistent
🔹 Regulated: auditable
🔹 Education: transparent
🔹 Orgs: shared QA

AFP = SafeLoop + Assumptions + Verification + Alternatives.

👉 https://t.co/dBYt4jmHs2

[辉恺 Hui Kai @huikai]

Even the smartest model needs AFP.
Not just answers — but standards.

🔹 Research: reproducible
🔹 Teams: consistent
🔹 Regulated: auditable
🔹 Education: transparent
🔹 Orgs: shared QA

AFP = SafeLoop + Assumptions + Verification + Alternatives.

👉 https://t.co/dBYt4jmHs2

[辉恺 Hui Kai @huikai]

Make uncertainty explicit.
AFP asks models to label what’s unknown, propose how to verify, then iterate safely.

Try the SafeLoop.

Download: https://t.co/rm6hS3EuUv

#PromptEngineering #AI

[辉恺 Hui Kai @huikai]

当 AI 不确定时，你希望它装懂，还是稳住？AFP 用 SafeLoop 回路把 ‘未知显性化’，让模型在压力下更稳。

下载白皮书：https://t.co/rm6hS3DX4X

#AntifragilePrompting #SafeLoop

[辉恺 Hui Kai @huikai]

@dotey 4o 还在

[辉恺 Hui Kai @huikai]

@yetone YC 投的是人

[辉恺 Hui Kai @huikai]

@0xCheshire [email protected]

[辉恺 Hui Kai @huikai]

Manus 联创季逸超在混沌创新大课上解释 Agent 时代推理算力要增加 100 倍

[辉恺 Hui Kai @huikai]

@elonmuskADO 4

[辉恺 Hui Kai @huikai]

@elonmuskADO Yes

[辉恺 Hui Kai @huikai]

@dotey 中文不行，一定要说英语