Copy and paste this into your codex: “Look through my recent Codex sessions and identify repeated workflows or repeated asks. For anything I keep doing manually, suggest:
1. a skill if it is a reusable workflow
2. a custom subagent if it is a bounded role or investigation task
AI
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Identifying Workflows for AI Skills and Subagents
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Instruct codex to maintain a scratch-log for tracking refactor decisions
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Tell codex to maintain a scratch-log while it works on bigger refactors with decisions it had to make, tradeoffs, review fixes, so later on you can read through which tradeoffs the agent made, what you forgot to specify etc.
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Refactoring subagents with autoreview running for 5 hours fixing issues
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I'm refactoring an older part of the codebase (subagents) that touches a lot of code, and autoreview is running for 5h already and fixing tons of issues. https://
github.com/openclaw/agent
-skills/blob/main/skills/autoreview/SKILL.md
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DeepSeek V4 Pro disrupts Western AI market pricing
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Lisez bien. L’IA chinoise #DeepSeek a tué le business occidental de l’IA américaine concurrente en imposant un niveau de prix chinois sur le token, véritablement indécent. Le modèle V4 PRO est méchamment performant.
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Anthropic and OpenAI use fear and xenophobia to ban open-source AI
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Co-existence is never an issue as long as people are being honestly informed and educated (not rug pulled/misled) Anthropic and OpenAI are lobbying to ban Opensource AI using fear mongering and xenophobia And if they don't want to coexist they must lose then.
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Open-source AI wins through community and knowledge sharing
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I said Buy a GPU because I wanted as many indie researchers & devs working on RTX 3090s for the community (e.g. @pupposandro
, @no_stp_on_snek
) I started writing greentext posts on LLMs because I wanted to get people curious How Opensource AI wins? Community & knowledge sharing -
Hopes for speed, context, vibe; Claude’s better taste but not all
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I hope for:
Speed
Context Vibe, tone. Claude still has a better taste Though I don’t think we’ll get all of it -
Avoiding prompt injection attacks to prevent data exfiltration
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I have a lot I need to write about that – I've been very careful to avoid any way that a prompt injection attack could exfiltrate data
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Open source AI must stay independent and community-governed
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Opensource AI should remain usable, understandable, reproducible, locally deployable, economically viable, and community-governed even if today's dominant labs, foreign labs, hardware vendors, cloud platforms, or open-weight model providers change direction or disappear.