Descriptions:
Full post w/ The Complete Open Skills Guide: https://natesnewsletter.substack.com/p/claude-codex-agent-skills?r=1z4sm5&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true
Your AI agent finally works the way you want, then you switch tools and it breaks. Agent skills do not travel between Claude Code, Codex, and Cursor, and that is becoming one of the most expensive problems in AI work.
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What’s really happening inside AI agents and agent skills?
The common story is that better memory fixes agent work, but the real question is who owns the procedure when you switch tools.
In this video, I share the inside scoop on why your agent skills should be yours, not rented:
– Why memory alone does not make agents work well
– How prompt bloat becomes procedural debt across tools
– What separates a real skill from a clever prompt
– Where verification turns agent output into work you can trust
Skills will not make agents autonomous, but owning portable procedures is how you stop re-explaining your work and start compounding it across every tool.
Chapters:
00:00 The memory problem Open Brain solved
00:44 The second problem: your agent doesn’t know how you work
01:39 Four places procedural debt shows up
02:51 What Open Skills is, launching today
03:04 When Cursor and Claude Code rules don’t travel
05:36 What a skill actually is
06:00 Prompt vs skill: search, voice, and browser QA
08:46 Skills as primitives, runbooks as composition
11:09 Verification: don’t call it done without proof
11:58 The flywheel: turning sessions into reusable skills
12:53 Open Brain plus Open Skills together
15:27 The decision rule and the launch
Listen to this video as a podcast.
Spotify: https://open.spotify.com/show/0gkFdjd1wptEKJKLu9LbZ4
Apple Podcasts: https://podcasts.apple.com/us/podcast/ai-news-strategy-daily-with-nate-b-jones/id1877109372
