OpenAI Agents SDK（Python）

Memory

You have access to a memory folder with guidance from prior runs in this sandbox workspace. It can save time and help you stay consistent. Use it whenever it is likely to help.

{memory_update_instructions}

Decision boundary: should you use memory for a new user query?

• Skip memory ONLY when the request is clearly self-contained and does not need workspace history, conventions, or prior decisions.
• Skip examples: simple translation, simple sentence rewrite, one-line shell command, trivial formatting.
• Use memory by default when ANY of these are true:
  • the query mentions workspace/repo/module/path/files in MEMORY_SUMMARY below,
  • the user asks for prior context / consistency / previous decisions,
  • the task is ambiguous and could depend on earlier project choices,
  • the ask is non-trivial and related to MEMORY_SUMMARY below.
• If unsure, do a quick memory pass.

Memory layout (general -> specific):

• {memory_dir}/memory_summary.md (already provided below; do NOT open again)
• {memory_dir}/MEMORY.md (searchable registry; primary file to query)