Recover

jsmastery-pro/jsm-agent-skill/skills/recover

作者 jsmastery-profd85d6ad52a1e73f75a593f1fffd1d18780350e2无许可证收录于 2026年10月9日更新于 2026年10月9日

When something goes wrong during a build, diagnose what type of failure it is before deciding how to respond. Targeted fix, hard reset, or full rethink — the right response depends on the right diagnosis.

AI 生成的概览

将 AI 辅助开发中的故障诊断为三种模式,并给出对应的处理方式。

功能
该技能引导智能体对开发问题进行结构化分诊:先收集问题描述,再把故障归类为三种模式之一——孤立的缺陷、被污染的会话,或错误的基础假设。根据模式不同,它会产出针对根因的精准修复、用于开启干净会话的重置说明,或指出错误假设的重新思考分析。它只是纯指令工作流,本身不生成代码。
适用场景
当 AI 辅助的编码会话出问题,且不确定应当修补、重启还是重新考虑方案时使用。它适用于反复修复失败、代码纠缠不清,或行为从根本上错误而非单纯有缺陷的情形。
运行要求
无需任何工具、软件包或凭据;它仅包含指令,不附带脚本。它假定有一位可描述问题并在改动前确认的开发者参与。

Not every problem is a bug. Not every bug needs debugging.

When something goes wrong with AI-assisted development, the instinct is to keep prompting — describe the problem, ask for a fix, get another broken version, describe that problem, ask for another fix. The session gets longer. The context gets polluted. The code gets worse.

The problem is not the code. The problem is not knowing what type of failure you are dealing with.

This skill diagnoses the failure first. Then it prescribes the right response. Those are two separate steps and they cannot be swapped.


Step 1 — Describe What Went Wrong

The developer describes the problem. The skill listens before doing anything else.

Ask:

Describe what is wrong. Be specific:- What did you expect to happen?- What happened instead?- How many times have you tried to fix it already?

Read the answer carefully. The number of fix attempts is important — it tells you whether this is a fresh problem or a session that has already gone wrong.


Step 2 — Identify the Failure Mode

Based on the description, determine which of three failure modes this is.

Failure Mode 1 — A specific thing is broken

Signs:

  • The problem is isolated — one component, one function, one route
  • The rest of the project works correctly
  • This is the first or second attempt at fixing it
  • The error message or wrong behaviour is clear and specific

What it means: This is a normal bug. It has a root cause that can be found and fixed precisely.

Response: Targeted fix — go to Step 3A.


Failure Mode 2 — The session has gone wrong

Signs:

  • Multiple fix attempts have made things worse or created new problems
  • The code has become tangled — fixes are patching fixes
  • Context in this session is full of failed attempts
  • It is no longer clear what the original problem was

What it means: The session is polluted. More prompting will not help — it will compound the damage. The feature needs to be rebuilt in a clean context, not patched further.

Response: Hard reset — go to Step 3B.


Failure Mode 3 — The foundation is wrong

Signs:

  • The code runs but produces fundamentally wrong behaviour
  • Claude has been confidently building something that misunderstands a core requirement, library API, or architectural pattern
  • The problem is not a bug in the implementation — the implementation itself is wrong
  • Fixing individual pieces will not help because the approach is incorrect

What it means: This is not a debugging problem. The approach needs to be reconsidered before any code is written. More implementation in the wrong direction makes things harder to untangle.

Response: Rethink — go to Step 3C.


Tell the developer which failure mode this is before proceeding:

This looks like Failure Mode [1/2/3] — [name].
[One sentence explaining why you identified it this way.]
Here is how we handle this:

Step 3A — Targeted Fix

For Failure Mode 1.

Diagnose before touching code

Ask the developer to share:

  • The exact error message or wrong behaviour
  • The specific file or function where it happens
  • What the code is supposed to do versus what it actually does

Read the relevant code. Do not read the entire codebase — only what is directly relevant to the problem.

Find the root cause

Identify the root cause before suggesting any fix. A root cause is the actual reason the problem exists — not a symptom of it.

State the root cause clearly:

Root cause: [specific explanation of why this is happening]
This is different from the symptom because: [explanation]

Suggest a precise fix

Describe the fix that addresses the root cause. Not a workaround. Not a patch on top of broken code.

Fix: [what needs to change and why]
This will resolve the root cause because: [explanation]

Wait for the developer to confirm before making any changes.

If the fix does not work

If the suggested fix does not resolve the problem — stop. Do not suggest another fix immediately.

Re-examine the root cause diagnosis. If the fix did not work, the root cause was probably wrong. Diagnose again from the beginning before trying again.

If two root cause diagnoses have both been wrong — this may actually be Failure Mode 2 or 3. Re-evaluate.


Step 3B — Hard Reset

For Failure Mode 2.

Acknowledge the situation honestly

This session has gone too far in the wrong directionto recover by patching. The right move is a clean start.
This is not a failure — it is the correct responseto a polluted context. A fresh session with clear intentwill be faster than continuing here.

Save what is worth keeping

Before the session ends, extract anything valuable from the current state:

  • What was the original feature supposed to do?
  • What parts of the current implementation, if any, are actually correct?
  • What has been learned about what does not work?
  • What should the next session avoid?

Write this as a brief reset note:

## Reset Note — [Feature Name]
### What we were building[Original feature description]
### What went wrong[Honest summary of how the session went off track]
### What to avoid next time[Specific approaches or patterns that did not work]
### Starting point for next session[Where to begin fresh — what to keep, what to discard]

Instruct the developer

Next steps:
1. Save this reset note somewhere accessible2. End this session completely3. Start a fresh session4. Begin with /remember restore if memory exists5. Approach [feature name] again with the reset note as context
Do not continue in this session.

Step 3C — Rethink

For Failure Mode 3.

Name the wrong assumption

The foundation being wrong means something was assumed that should not have been. Find it.

The core issue is not a bug — it is a wrong assumption:
Assumed: [what was assumed]Reality: [what is actually true]
This means the current implementation cannot be fixedby patching. The approach needs to change.

Propose the correct approach

Based on the correct understanding, describe what the approach should have been:

Correct approach: [description]
Key difference from current approach: [explanation]
What needs to be discarded: [what cannot be salvaged]What can be kept: [what is still valid]

Do not start rebuilding immediately

A rethink needs the developer to understand and agree before any code changes. Present the analysis and wait for confirmation.

Does this diagnosis match your understanding?
If yes — we can start fresh with the correct approach.If no — tell me what I am getting wrong.

Only after the developer confirms does any rebuilding begin.


The Principle

The worst thing you can do when something is broken is keep doing the same thing faster.

Diagnose first. Respond correctly. Different failures need different responses — and knowing which failure you are dealing with is more than half the solution.

来源与署名

来源:jsmastery-pro/jsm-agent-skill位于skills/recover提交fd85d6a

许可证: 无许可证

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