diegosouzapw The Exponential Puck Framework
The Exponential Puck Framework（指数型冰球框架）
概述 / Overview
这是一种面向极速演进领域的产品研发战略框架。团队不应局限于基于当前的模型能力构建产品，而应通过研判指数级演进规律，锚定未来 6-12 个月的能力边界，并基于该未来状态进行产品架构——即便当前的技术成功率尚不理想。
来源 / Source
- 嘉宾: Benjamin Mann
- 职位: Co-founder
- 公司: Anthropic
核心步骤 / Core Steps
- Analyze Scaling Laws (The Exponential)
- Identify '20% Success' Capabilities
- Forecast 6-12 Month Trajectory
- Build UX for '100% Success' State
核心原则 / Core Principles
- Internalize the exponential curve; progress looks flat until the knee of the curve.
- Don't build for today's model limitations.
- Identify capabilities working 20% of the time today; assume they will work 100% of the time soon.
- Design the product experience for the future capability state.
适用场景 / When to Use
当基于能力频繁翻倍且飞速迭代的底层技术（如 LLM）构建软件时。
常见错误 / Common Mistakes
以旧思维使用新工具（例如：将具备自主能力的编程 Agent 仅视作代码补全工具）；Prompt 尝试失败一次即放弃。
实战案例 / Real-World Example
Anthropic 在打造 'Claude Code' 时基于这一核心假设：用户将从 IDE 迁移至终端，即便当时模型的能力尚未达到完美状态。
金句 / Quote
"Don't build for today, build for six months from now... things that aren't quite working that are working 20% of the time, will start working 100% of the time."