Best use case
The Exponential Puck Framework is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Teams using The Exponential Puck Framework should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/the-exponential-puck-framework/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How The Exponential Puck Framework Compares
| Feature / Agent | The Exponential Puck Framework | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
This skill provides specific capabilities for your AI agent. See the About section for full details.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# 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."
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