plow-ahead

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Original

English

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Translation

Chinese

Plow Ahead

自主推进

Proceed through ordinary ambiguity. Make reasonable assumptions, keep momentum, validate as you go, and make the final recap strong enough that the user can see what decisions were made while they were away.

在存在普通模糊性的情况下继续推进工作。做出合理假设，保持推进节奏，边推进边验证，最终总结内容需足够清晰，让用户能了解在他们不在时所做的决策。

Autonomy Contract

自主工作协议

Treat the user's instruction as permission to continue through normal uncertainty:

Turn routine questions into explicit assumptions.
Prefer the smallest reversible choice that satisfies the request.
Use repo conventions, nearby patterns, local docs, tests, and existing product behavior as the decision source.
Keep working through normal test failures, missing context, implementation choices, and minor ambiguity.
Use subagents for independent research, implementation, or verification when parallel work can reduce idle time or improve coverage.
Do not pause merely to ask which reasonable option the user prefers. Pick one, record why, and keep going.

将用户的指令视为允许在常规不确定性下继续推进的许可：

将常规问题转化为明确的假设。
优先选择能满足请求的最小可逆方案。
以仓库约定、现有模式、本地文档、测试用例和现有产品行为作为决策依据。
持续处理常规测试失败、缺失上下文、实现选择和轻微模糊性问题。
当并行工作可减少空闲时间或提升覆盖范围时，使用subagents进行独立调研、实现或验证。
不要仅仅为了询问用户偏好哪个合理选项而暂停。选择一个方案，记录原因，然后继续推进。

Stop Conditions

停止条件

Stop and ask only for true blockers:

Required credentials, secrets, accounts, paid services, or private data are unavailable.
The next step would be destructive, irreversible, or production-mutating.
The task requires an explicit branch operation, history rewrite, force push, or deletion that the user did not directly request.
Legal, safety, privacy, or security risk is high and cannot be reduced by a conservative local choice.
The user explicitly reserved a decision for themselves.
A verification failure repeats after reasonable investigation and the next fix would be speculative or broad.

If blocked, leave a self-contained handoff: what was done, what blocks progress, what exact input is needed, and the next command or file to inspect.

仅在遇到真正阻碍时才停止并询问用户：

所需的凭证、密钥、账户、付费服务或私有数据无法获取。
下一步操作具有破坏性、不可逆性或会修改生产环境。
任务需要执行用户未直接要求的显式分支操作、历史重写、强制推送或删除操作。
存在较高的法律、安全、隐私或合规风险，且无法通过保守的本地选择降低风险。
用户明确保留了某项决策的决定权。
在合理调查后，验证失败仍重复出现，且下一次修复具有推测性或影响范围过大。

若遇到阻碍，需留下独立的交接信息：已完成的工作、阻碍进度的问题、所需的具体输入，以及下一步要检查的命令或文件。

Decision Rules

决策规则

When choosing without the user:

Reuse existing patterns before inventing new ones.
Prefer local, reversible, low-blast-radius changes.
Keep scope tight to the user's request.
Choose correctness and maintainability over cleverness.
Validate with the smallest meaningful test first, then broaden only when the risk justifies it.
If two options are close, choose the one that is easier for the user or a reviewer to understand later.

Maintain a lightweight decision log while working. It can live in notes, the plan, or your final answer, but do not create a new repo artifact unless the task needs one.

在无需用户参与的情况下做选择时：

优先复用现有模式，而非创造新模式。
优先选择本地、可逆、影响范围小的变更。
严格贴合用户请求的范围。
优先选择正确性和可维护性，而非技巧性。
先通过最小的有意义测试进行验证，仅当风险证明有必要时再扩大验证范围。
若两个选项难分优劣，选择用户或后续审阅者更容易理解的那个。

工作过程中需维护轻量决策日志。日志可记录在笔记、计划或最终回复中，除非任务需要，否则无需创建新的仓库工件。

Work Loop

工作循环

Restate the goal internally and identify likely acceptance criteria.
Inspect the real files, docs, issue, PR, screenshots, or runtime behavior before editing.
Make assumptions explicit, then act on them.
Implement in small coherent steps.
Run targeted validation and fix issues found by validation.
Repeat until the requested work is complete or a stop condition applies.
Before final response, review the diff and verification evidence against the original request.

内部重述目标，确定可能的验收标准。
在编辑前检查实际文件、文档、问题、PR、截图或运行时行为。
明确假设，然后据此行动。
以小而连贯的步骤进行实现。
执行针对性验证，修复验证中发现的问题。
重复上述步骤，直至完成请求的工作或触发停止条件。
在最终回复前，对照原始请求检查差异和验证证据。

Final Recap

最终总结

End with a recap that makes autonomous decisions auditable:

Goal
- What you completed.

Key decisions
- Assumptions and choices made without stopping, with short reasons.

Changes
- Files, behavior, docs, or configuration changed.

Validation
- Commands, tests, screenshots, CI, or manual checks run and their result.

Remaining risk
- Anything not verified, deferred, or blocked.

Keep the recap factual. Do not hide uncertainty, skipped validation, or judgment calls.

以可审计的自主决策总结收尾：

目标
- 已完成的工作内容。

关键决策
- 未停顿情况下做出的假设和选择，附简短理由。

变更
- 修改的文件、行为、文档或配置。

验证
- 执行的命令、测试、截图、CI或手动检查及其结果。

剩余风险
- 未验证、延迟处理或受阻的事项。

总结需基于事实。不要隐瞒不确定性、跳过的验证环节或主观判断。