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Video course · 10 chapters · 21 min · certificate

Build a Self-Improving AI Agent: Memory, Skills & Automation

Go beyond installing an agent: give Hermes memory, a second brain, custom context files and skills, bundle skills with sub-agents, and automate them with cron jobs, shown end to end from a mentorship call to Instagram Reels.

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What you'll learn

  • Explain why memory and skills unlock an agent
  • Run an agent 24/7 on a VPS
  • Keep memory.md and user.md lean
  • Use a second brain and custom MD files
  • Build and bundle skills with sub-agents
  • Automate skills with cron jobs

Chapters

10 chapters · 20:47
  1. 1:35 01Intro Members Memory and skills: the two unlocks Most people stop after installing an agent; memory and skills unlock the rest.
  2. 2:08 02Hosting Members Run it 24/7 on a VPS Hosting the agent on a VPS so it's available when your laptop is closed.
  3. 1:37 03Memory Members memory.md and user.md Two memory files, and keeping them lean because they load every session.
  4. 1:37 04Knowledge Members Second brain with Obsidian Obsidian as a file reader for bigger knowledge than memory files hold.
  5. 1:07 05Context Members Custom MD files and persona Creating your own markdown context files and a persona the agent loads every session.
  6. 1:49 06Skills Members Skills: repeatable processes Skills are repeatable processes the agent uses to save time.
  7. 1:52 07Scale Members Bundling skills and sub-agents Running phases in parallel with sub-agents and a curator.
  8. 4:17 08Demo Members Demo: call to Reels Turning a mentorship call into Instagram Reels using memory, skills and sub-agents.
  9. 2:31 09Automation Members Skill plus cron job Turning the workflow into a skill and scheduling it with a cron job.
  10. 2:14 10Wrap-up Members Recap: your highest-ROI automation Memory gives context, skills give capability, cron jobs run in the background.