1
Hermes has 124,000 GitHub stars and is one of the most powerful AI agent frameworks available, but its limitation is that every time a better framework drops, you must re-credential all connections and lose memory continuity across systems.
2
The core strategy is 'cherry-picking winners' — paste any new GitHub repo into your coding environment (Anthropic Claude or Cursor), ask it to identify unique features vs your current system, then selectively integrate only what you want.
3
The memory system has three tiers: core memory (soul.md with personality and key facts), conversational buffer (rolling last 50-100 messages), and semantic tier indexing everything in Pinecone.
4
Self-generating skills can be added with a single prompt — after 5+ tool calls on a complex task, the agent autonomously decides if the procedure is worth saving as a reusable skill.md file.
5
Hosting recommendation is Railway over VPS for simplicity and security — it connects directly to your coding environment and runs 24/7 without exposing ports or requiring complex setup.
