We Study Billionaires - The Investor’s Podcast Network TECH014: Is AGI Here? Clawdbot, Local AI Agent Swarms w/ Pablo Fernandez & Trey Sellers (Tech Podcast)
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Feb 4, 2026 
Trey Sellers, an engineer and Bitcoin tinkerer exploring local AI agents, and Pablo Fernandez, a decentralization-focused developer building persistent agent tooling. They dig into agentic AI vs chatbots. They discuss running ClaudeBot locally, persistent memory, agent hierarchies, security and sovereignty, and practical setups like Raspberry Pi deployments.
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Restrict Sensitive Access Initially
- Limit agent access to sensitive personal data until you fully trust its behavior.
- Start with GitHub or controlled repos rather than email, calendar, or full system access.
Agent Teams Mirror Company Structure
- Agents form hierarchies and specialize into roles (CEO, CTO, HR) that collaborate like company departments.
- Specialization plus lesson-learning events builds durable expertise across projects.
Agents Learn Through Recorded Lessons
- Agents learn from mistakes via explicit 'lesson learned' events stored in persistent logs.
- Humans can correct those lessons to refine agent knowledge and avoid bad generalizations.