AC evolve-self-improving
在当前对话中自动发现 corrections、feature requests、knowledge gaps 和 errors 四类学习信号，并评估其中已经验证、以后可复用的事实、规则、做法和踩坑；用户无需先说“记住”。适用于“不对，实际应该……/that is outdated”“还能不能……/I wish it could……”“原文或现场和理解不符”“命令非零、异常栈、意外输出、超时或连接失败”，也适用于主动要求记住、复盘、纠正、归档或删除。自动发现只启动评估：明确纠正、稳定能力期望、证据闭环或已收敛诊断满足写入条件才保存；临时诉求、猜测、原始报错和未定位事件不写，也不会后台监听或自行改变行为。
在当前对话中自动发现 corrections、feature requests、knowledge gaps 和 errors 四类学习信号，并评估其中已经验证、以后可复用的事实、规则、做法和踩坑；用户无需先说“记住”。适用于“不对，实际应该……/that is outdated”“还能不能……/I wish it…
As a process C 53/100 · Has gaps — weak spots: result and completion, when it triggers, inputs and preconditions
How to improve
- 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: 3. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
✓ No remarks against the Agent Skills spec
Process rating: all ten parameters 53/100
- 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
- 0Progress reporting. Says nothing while it works
- 20When it triggers. No condition that starts the skill
- 100Tools and files. No external tools needed
- 100Steps. 19 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 990 tokens
- 100Running it twice. No mutating operations
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
- +4Description does not say when NOT to use the skill (false activations)
- +3Output format is not stated: the model decides each time
- +1No license
- +2Single-language instructions
- +5Description quotes 4 example trigger phrases
- +3Description length 304: enough signal without eating the budget
- +4Structure: 5 headings
- +3Step-by-step instructions: 19 items
- +4Has examples (2 code blocks)
- +3All 1 scripts are documented
Quality base 70; lint remarks subtract, signals add up to 100. Result: 92.