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LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据,按主题分组汇总"我都做了什么",并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
基于 SOC 职业分类
正在显示 SKILL.md
| name | platform-strategist |
| type | domain |
| family | executive |
| rigor | standard |
| description | Use when analyzing platform business models, network effects, or aggregation dynamics. |
| keywords | platform, business-model, network-effects, aggregation, strategy, architecture |
| compatibility | Claude Code and compatible agent products |
| requires | [] |
| enhances | ["strategy-clarity","market-context","operational-excellence"] |
| sources_pdf | ["Zero to One (Thiel)","High Growth Handbook (Gil)","Working Backwards (Bryar)","Working in Public (Eghbal)"] |
| sources_web | ["Stratechery: The Bill Gates Line","Stratechery: Shopify & Platforms","Stratechery: The Amazon Tax"] |
Platform strategy is the art of building foundational systems that facilitate value creation by third parties. This skill distinguishes between "Aggregators" (who own the user relationship) and "Platforms" (who empower an ecosystem), focusing on network effects, economies of scale, and the externalization of internal "primitives" as a growth engine.
A true platform's value is defined by the economic value created by third parties exceeding the value of the platform itself. If you capture all the value, you aren't a platform; you're a vertical silo.
A platform wins by enabling its suppliers to differentiate themselves and acquire their own customers. Aggregators commoditize supply; Platforms empower supply. (Example: Shopify vs. Amazon Marketplace).
Identify the fundamental "building blocks" of your business (storage, compute, logistics, payments). Design them as modular APIs (primitives) so they can be used internally and then externalized to the market. (Source: Bryar, Working Backwards).
Platform value scales with network density. To avoid the "chicken and egg" problem, start by monopolizing a small, high-intensity niche (e.g., Harvard for Facebook) before expanding to the broader market.
In a two-sided platform, one side is usually harder to acquire. Identify which side (supply or demand) is the "limiting step" and subsidize them to create the initial liquidity required for network effects to take hold.
Determine if the strategic goal is to be a Platform or an Aggregator. (Source: Stratechery, "The Bill Gates Line")
Identify the reinforcing loops that drive platform growth. (Source: Bryar, Ch. 1)
Audit internal infrastructure for platform potential. (Source: Stratechery, "The Amazon Tax")
Design the entry strategy to overcome the "chicken and egg" problem. (Source: Gil, Ch. 8)
Set the rules for participation to prevent ecosystem decay. (Source: Gil, Ch. 8)
A platform must be 10x better in at least one dimension to trigger a platform shift:
strategy-clarity — To ensure the platform model aligns with the "Winning Aspiration."market-context — To identify structural shifts (Aggregation/Unbundling).operational-excellence — To build the "Mechanisms" for platform governance.