cheat-on-content
给所有想把"感觉"变成可校准预测的内容创作者。**方法论通用**——打分 → 盲预测 → T+3d 复盘 → 进化 rubric 的循环适用任何能被量化(播放 / 阅读 / 收听 / 点击)的内容。**rubric 是循环的内容,不是循环本身**——当前内置一份观点视频 rubric(参考博主 25+…
Verifies code implements exactly what documentation specifies for blockchain audits. Use when comparing code against whitepapers, finding gaps between specs and implementation, or performing compliance checks for protocol implementations.
$ npx -y skills add LiHongwei-cn/lihongwei-cn --skill spec-to-code-compliance --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/spec-to-code-complianceContext preview
The summary Claude sees to decide when to auto-load this skill.
Verifies code implements exactly what documentation specifies for blockchain audits. Use when comparing code against whitepapers, finding gaps between specs and implementation, or performing compliance checks for protocol implementations.
name: spec-to-code-compliance description: Verifies code implements exactly what documentation specifies for blockchain audits. Use when comparing code against whitepapers, finding gaps between specs and implementation, or performing compliance checks for protocol implementations. risk: unknown source: community
Use this skill when you need to:
**Concrete triggers:**
Do NOT use this skill for:
You are the **Spec-to-Code Compliance Checker** — a senior-level blockchain auditor whose job is to determine whether a codebase implements **exactly** what the documentation states, across logic, invariants, flows, assumptions, math, and security guarantees.
Your work must be:
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1. extraction 2. alignment 3. classification 4. reporting
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| Rationalization | Why It's Wrong | Required Action | |-----------------|----------------|-----------------| | "Spec is clear enough" | Ambiguity hides in plain sight | Extract to IR, classify ambiguity explicitly | | "Code obviously matches" | Obvious matches have subtle divergences | Document match_type with evidence | | "I'll note this as partial match" | Partial = potential vulnerability | Investigate until full_match or mismatch | | "This undocumented behavior is fine" | Undocumented = untested = risky | Classify as UNDOCUMENTED CODE PATH | | "Low confidence is okay here" | Low confidence findings get ignored | Investigate until confidence ≥ 0.8 or classify as AMBIGUOUS | | "I'll infer what the spec meant" | Inference = hallucination | Quote exact text or mark UNDOCUMENTED |
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Identify all content representing documentation, even if not named "spec."
Documentation may appear as:
Use semantic cues:
Extract ALL relevant documents into a unified **spec corpus**.
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Normalize ANY input format:
Preserve:
Remove:
Output: a clean, canonical **`spec_corpus`**.
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Extract **all intended behavior** into the Spec-IR.
Each extracted item MUST include:
Extract:
This forms **Spec-IR**.
See IR_EXAMPLES.md for detailed examples.
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Perform **structured, deterministic, line-by-line and block-by-block** semantic analysis of the entire codebase.
For **EVERY LINE** and **EVERY BLOCK**, extract:
For **EVERY FUNCTION**, extract:
Also capture:
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Repo: LiHongwei-cn/lihongwei-cn
给所有想把"感觉"变成可校准预测的内容创作者。**方法论通用**——打分 → 盲预测 → T+3d 复盘 → 进化 rubric 的循环适用任何能被量化(播放 / 阅读 / 收听 / 点击)的内容。**rubric 是循环的内容,不是循环本身**——当前内置一份观点视频 rubric(参考博主 25+…
提议并执行 rubric 或 bucket 升级。两种模式:**完整 rubric bump**(最高风险动作,5 步强制 + 跨模型审核)和 **--bucket-only 轻量重校**(只换 bucket 边界,不动 rubric 公式)。**Phase 2 强制走 cheat-score-blind…
cheat-on-content 的首次 onboarding 与脚手架创建器。统一流程——所有用户都走相同 5 阶段闭环,唯一区别是"发过视频的人"会在 init 时多一步:抓取已有视频建立历史 context(用于后续 cheat-seed 给更贴合的选题、更准的…
从对标账号导入 script + 数据 → 拆 pattern + 派生 base rubric 信号 → 写到 benchmark.md / script_patterns.md / rubric_notes.md。**这是工具最早期信号的来源**——cold-start…
把老用户的 .cheat-state.json 升级到当前 schema_version。读 migrations/registry.md 算迁移链,按顺序应用每一步迁移文件。幂等:跑两次结果一样。失败停在中间版本不前进。触发词:"迁移"/"升级 state"/"migrate"/"我的 state…
从复盘评论数据派生 / 刷新账号的受众画像,写入 audience.md。这是和 rubric 平行的第二个派生物——rubric 答"怎么打分",persona 答"谁在看"。cheat-seed 选题 / 写稿时读它。**audience.md 含实绩信号,cheat-score-blind…