# The Exponential Puck Framework

> The Exponential Puck Framework

- Skill: `diegosouzapw/the-exponential-puck-framework` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add diegosouzapw/the-exponential-puck-framework`
- Raw SKILL.md: https://api.skillmd.com/api/skills/diegosouzapw/the-exponential-puck-framework/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: diegosouzapw (https://skillmd.com/u/diegosouzapw)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/diegosouzapw/the-exponential-puck-framework

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# 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

1. Analyze Scaling Laws (The Exponential)
2. Identify '20% Success' Capabilities
3. Forecast 6-12 Month Trajectory
4. 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."