Fundamentals of AI, Part 3 | 155

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A chatbot can tell you what to do, but an agent can actually do it. In part three of the refreshed Foundations of AI series, Amith Nagarajan and Mallory Mejias move from the brain in a jar to the AI worker, building a practical picture of agents for association leaders. They break down the four components of every agent—model, instructions, knowledge, and tools—explain how agents differ from traditional automation, and unpack agent loops, sub-agents, and why not every step needs a frontier model. They also trace why unified data and a semantic layer matter so much, how MCP and computer use connect agents to even the most dated systems, and how to set human checkpoints as an agent earns your trust. Along the way, Amith makes the case for member service as a low-risk, high-impact place to start.
 
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🛠 AI Tools and Resources Mentioned in This Episode:
ChatGPT ➔ https://chatgpt.com
Claude ➔ https://claude.ai
MemberJunction ➔ https://memberjunction.org
GPT-5.6 ➔ https://openai.com/index/gpt-5-6
Kimi K3 ➔ https://www.kimi.com
Gemma 4 ➔ https://ai.google.dev/gemma
Claude Code ➔ https://claude.com/product/claude-code
LangGraph ➔ https://www.langchain.com/langgraph
Model Context Protocol ➔ https://modelcontextprotocol.io
Codex ➔ https://openai.com/codex
Claude in Chrome ➔ https://claude.ai/chrome
ChatGPT Work ➔ https://openai.com/chatgpt-work
Sierra ➔ https://sierra.ai
Decagon ➔ https://decagon.ai

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Amith Nagarajan is the Chairman of Blue Cypress, a family of purpose-driven companies and proud practitioners of Conscious Capitalism. The Blue Cypress companies focus on helping associations, non-profits, and other purpose-driven organizations achieve long-term success. Amith is also an active early-stage investor in B2B SaaS companies. He’s had the good fortune of nearly three decades of success as an entrepreneur and enjoys helping others in their journey.

https://linkedin.com/amithnagarajan

Mallory Mejias is passionate about creating opportunities for association professionals to learn, grow, and better serve their members using artificial intelligence. She enjoys blending creativity and innovation to produce fresh, meaningful content for the association space. Mallory co-hosts and produces the Sidecar Sync podcast, where she delves into the latest trends in AI and technology, translating them into actionable insights.

https://linkedin.com/mallorymejias