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feat: improve memory prioritization + aggressive skill updates (inspired by OpenAI Codex)
* feat: improve memory prioritization — user preferences over procedural knowledge Inspired by OpenAI Codex's memory prompt improvements (openai/codex#14493) which focus memory writes on user preferences and recurring patterns rather than procedural task details. Key insight: 'Optimize for reducing future user steering — the most valuable memory prevents the user from having to repeat themselves.' Changes: - MEMORY_GUIDANCE (prompt_builder.py): added prioritization hierarchy and the core principle about reducing user steering - MEMORY_SCHEMA (memory_tool.py): reordered WHEN TO SAVE list to put corrections first, added explicit PRIORITY guidance - Memory nudge (run_agent.py): now asks specifically about preferences, corrections, and workflow patterns instead of generic 'anything' - Memory flush (run_agent.py): now instructs to prioritize user preferences and corrections over task-specific details * feat: more aggressive skill creation and update prompting Press harder on skill updates — the agent should proactively patch skills when it encounters issues during use, not wait to be asked. Changes: - SKILLS_GUIDANCE: 'consider saving' → 'save'; added explicit instruction to patch skills immediately when found outdated/wrong - Skills header: added instruction to update loaded skills before finishing if they had missing steps or wrong commands - Skill nudge: more assertive ('save the approach' not 'consider saving'), now also prompts for updating existing skills used in the task - Skill nudge interval: lowered default from 15 to 10 iterations - skill_manage schema: added 'patch it immediately' to update triggers
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@ -561,7 +561,8 @@ SKILL_MANAGE_SCHEMA = {
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"user-corrected approach worked, non-trivial workflow discovered, "
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"or user asks you to remember a procedure.\n"
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"Update when: instructions stale/wrong, OS-specific failures, "
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"missing steps or pitfalls found during use.\n\n"
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"missing steps or pitfalls found during use. "
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"If you used a skill and hit issues not covered by it, patch it immediately.\n\n"
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"After difficult/iterative tasks, offer to save as a skill. "
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"Skip for simple one-offs. Confirm with user before creating/deleting.\n\n"
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"Good skills: trigger conditions, numbered steps with exact commands, "
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