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cv usk
@cv_usk
AI / Software Research Notes AI Agent, LLMOps, MLOps, Software Architecture 投稿は個人の意見です。
参加 May 2026
279 フォロー中    408 ファン
# Practical ways to use the Claude Agent SDK ⏪ Track all file changes made by the agent and rewind to any safe state at any time. File Checkpointing tracks changes made via Write/Edit and lets you restore to any point using `rewind_files()`. 📌 Title: Rewinding File Changes with Checkpointing 🔗 URL: 🧩 Overview Enable with `enable_file_checkpointing=True`. Each turn's changes are tracked and assigned a checkpoint UUID. `rewind_files(checkpoint_id)` restores file state to that point. 🛠 How to use it Enable with `enable_file_checkpointing=True`. Each `UserMessage.uuid` in the stream serves as a checkpoint ID. Restore with `rewind_files(checkpoint_id)` (or `--rewind-files` flag in CLI). 🏗 Practical usage - Keep the latest checkpoint UUID before risky operations and instantly rewind to the last safe state on verification failure. - Store per-turn UUIDs in an array for selective rollback: "Keep the turn 1 refactor but revert the turn 2 test additions." - Build an interactive approval flow that asks users "Rewind these changes?" after document comment additions. 💡 Use cases 🛡 Instant rollback to safe state on verification failure 🎯 Selective rollback of specific turns 🔄 Faster trial-and-error cycles ⚠️ Watch out Changes via Bash (`echo >`, `sed -i`), directory operations, and remote files are NOT tracked. Conversation history is not rewound — only files. #ClaudeAgentSDK# #AI#
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