Use when working with deepseek-v4-pro or deepseek-v4-flash in thinking mode on multi-step or plan-driven tasks. Provides rules to prevent stale references, unve
复制下面这句话,粘贴给 Claude Code、Codex、Cursor 等 AI 编程工具,它会读取安装说明并在你确认后完成安装。
请阅读 https://ai.atlankj.com/install/asset/gh-v4-best-practices-9d6d906c2ea9 ,按照其中的说明把「v4-best-practices」安装到你(当前 AI 工具)中。执行前先告诉我将运行的命令和写入的位置,等我确认。
查看 AI 将读取的安装说明正在读取 GitHub 原文…
内容来自 GitHub 原始文件,由原作者维护。在 GitHub 查看
Rules for multi-step V4 thinking-mode workflows. Each rule prevents a specific, observable failure class.
Before referencing a file path, function, or type in code or plan output,
call grep_files or read_file to confirm it exists in the workspace.
# Bad: edit_file path="src/config/loader.rs" (assumed from memory)
# Good: grep_files pattern="pub fn load_config" → confirms src/config/mod.rs:42
# then reference src/config/mod.rs:42
Failure avoided: edit_file errors on non-existent paths; LSP diagnostics
on hallucinated symbols.
Before executing a plan that touches 3+ files, spawn a deepseek-v4-flash
sub-agent (thinking off) to read the target files and confirm path/symbol
assumptions still hold.
agent type="verifier" model="deepseek-v4-flash"
prompt: "Read these files and confirm: [list assumptions]. Report mismatches."
Failure avoided: multi-step edits fail partway because file structure changed since the plan was drafted.
In plan-mode output, replace vague location pointers with path:line
references drawn from a prior grep_files result.
# Bad: "Update the retry logic in the client module"
# Good: "Update retry loop at crates/tui/src/client.rs:187"
Failure avoided: agent-mode execution cannot locate the intended edit target when plan directions are imprecise.