BC entropy-intimate-therapy
婚姻家庭咨询里用"熵 + 交叉熵"做理论解释、案例诊断、干预方案设计。基于 ~/entropy/ent3.md 把 Shannon 熵、KL 散度、交叉熵 H(p,q) 映射到 Miller《亲密关系》第 1-14 章及 Bowlby、Gottman、Karney & Bradbury、Rusbult、Murray、Swann、Reis、Drigotas、Finkel 等。三个核心维度：认知熵 / 行为熵 / 意义熵；8 组关键 (p, q) 配对：CL vs 实际、IWM vs 真实伴侣、意图 vs 解读、理想伴侣 vs 候选人、自我概念 vs 他人评价、信任预测 vs 实际行为、米开朗基罗塑造 vs 理想自我、过往 q vs 当下 p。触发关键词：关系熵 / 认知熵 / 行为熵 / 意义熵 / 关系第二定律 / 共享密码本 / 内部工作模型更新 / KL 散度 / 模型与现实失配 / 期望-现实交叉熵 / 高交叉熵 / 怀疑性 q 循环 / 历史回溯重写；自我证实悖论；米开朗基罗 vs 窒息；过度自信代价；治疗 = q 重训练；earned security；自由能；预测大脑。也用于把咨询技术 (EFT/CBT/Gottman/IBCT/PREP) 翻译成熵语言、对夫妻做"熵剖面读数"、定位 q 失配源。使用渐进式披露，按需读取 references/ 下的细节。
As a process C 55/100 · Has gaps — weak spots: result and completion, when it triggers, inputs and preconditions
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
- Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
- A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.
Guard findings · 0
✓ No critical or high findings
Files scanned: 9. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
description-no-whendescription does not say WHEN to use the skill (no "use when")
Process rating: all ten parameters 55/100
- 0Result and completion. Does not say what the result is
- 0Inputs and preconditions. Does not say what the process needs to start
- 0Failures and branches. Linear process with no failure handling
- 20When it triggers. No condition that starts the skill
- 100Tools and files. No external tools needed
- 100Steps. 39 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 1033 tokens
- 100Running it twice. No mutating operations
- 100Progress reporting. Reports progress
Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.
Quality signals
- +5Description has no quoted example phrases that should trigger the skill
- +4Description does not say when NOT to use the skill (false activations)
- +3Output format is not stated: the model decides each time
- +4No input/output examples
- -4Absolute local paths (C:\Users, /home/…): not portable
- +1No license
- +2Single-language instructions
- +3Description length 593: enough signal without eating the budget
- +4Structure: 14 headings
- +3Step-by-step instructions: 39 items
- +4Reference files are cited in the instructions (7 of 7)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 68.