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Paul Bakaus 分享高级智能体技能工程与形容词级设计控制

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精选理由

想突破 agent 平庸输出?Paul Bakaus 分享 24+ 技能实战干货,还有形容词级设计控制,很实用。

AI 摘要

Paul Bakaus 将在 AI Engineer World's Fair 发表两场演讲,涵盖智能体技能工程与设计工具控制。他基于构建 24+ 技能、跨越 9 种 harness/模型组合的实战经验,揭示平行子智能体、混合专家路由、技能记忆、自动钩子与环境变量等技巧。此外还介绍开源设计工具 Impeccable AI 的 24 个形容词级命令(如 /bolder、/quieter、/distill)。两场演讲分别聚焦如何突破模型默认安全输出,以及从形容词层面控制设计风格。

原文 · AI Engineer

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!!!! Paul Bakaus @pbakaus most agent skills are a system prompt and a prayer. they produce safe, median output because that's what the model defaults to. next week at the @aiDotEngineer world's fair i'm giving two talks on how to break past that ceiling: 🛠️ the dark arts of skill engineering (1h workshop) mon 6/29, 4:30pm · track 2, room 2006 after building 24+ skills in one uber skill across 9 harness/model combos (see @impeccable_ai and agent-reviews), i, um, acquired some obscure, but powerful knowledge, stuff like: → spawn parallel sub-agents that independently judge the same work, then force their conflicting takes into one result → mixture-of-expert skills that route to specialized sub-agents, the way frontier models route to specialized networks → skill memory via persistent context files that restore across sessions, so every run builds on the last → hooks that auto-fire after a skill to validate, transform, or chain into the next one → barely-documented env vars and shell expansion to make skills context-aware before they even run 🎨 design at the speed of adjectives (design engineering track) wed 7/1, 1:30pm · room 2014 design tools today sits at the wrong altitude. padding sliders and color pickers are too low. prompt-to-design tools that one-shot a landing page are too high, and more dangerous, because it looks like it's working. no design director hears a prompt and starts pushing pixels. the brief comes first. the control that's actually missing: adjectives. "make it feel warmer." "add tension." "strip it to its essence." the things a creative director actually thinks in. drawing on @impeccable_ai , my open-source design tool with 24 adjective-level commands like /bolder, /quieter, /distill. come argue with me at either one. 🔗 View Quoted Tweet 💬 0 🔄 1 ❤️ 6 👀 1609 📊 1 ⚡