1: The Evolution of LLMs (Why Scale Isn't Enough)
Master Claude Chat, Cowork, Code3 Mar

1: The Evolution of LLMs (Why Scale Isn't Enough)

In this kickoff episode, we go beyond the hype and look under the hood of Large Language Models to understand what they are actually doing when they generate text.

We start by tracing the evolution of modern AI, from early probabilistic models like Markov chains to the Transformer architecture that unlocked today’s powerful systems. But we do not stop at the history. We also explore a major shift happening right now in the AI industry: why simply making models bigger is no longer enough.

With massive compute costs and data limitations slowing down the era of explosive model scaling, the next frontier of AI is no longer just about size. It is about how we use it.

Along the way, we break down key concepts like probability, entropy, and perplexity to explain why AI sometimes “hallucinates,” and why techniques like context engineering and Chain-of-Thought reasoning are becoming essential to building reliable AI systems.

If you want a deeper systems-level understanding of how AI works and where it is going, this episode sets the foundation.

And if you want to go even further, these ideas are explored in depth in my book, Master Claude Chat, Cowork and Code: From Prompting to Operational AI, where we move from theory into how AI becomes an execution engine in real workflows.

View the book on Amazon

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Episoder(15)

15. Managing Context Rot (Thinking Like an Ops Team)

15. Managing Context Rot (Thinking Like an Ops Team)

Episode 15: Context Rot — The Silent Failure Mode of Long AI SessionsIn Episode 15 of Beyond Prompting, we expose one of the most dangerous—and least understood—problems in modern AI workflows:context...

15 Mai 54min

14. The Universal Data Bridge (Connecting Systems with MCP)

14. The Universal Data Bridge (Connecting Systems with MCP)

Episode 14: MCP — Turning AI into Connected InfrastructureIn Episode 14 of Beyond Prompting, we explore the breakthrough that takes AI out of isolation and plugs it directly into your real systems:Mod...

20 Apr 39min

13. Teaching Claude New Tricks (Encapsulating Knowledge with Agent Skills)

13. Teaching Claude New Tricks (Encapsulating Knowledge with Agent Skills)

Episode 13: Claude Skills — Turning SOPs into Executable WorkflowsIn Episode 13 of Beyond Prompting, we unlock one of the most powerful—and overlooked—capabilities in modern AI workflows:turning your ...

19 Apr 37min

12. The AI Constitution (Designing Guardrails with CLAUDE.md)

12. The AI Constitution (Designing Guardrails with CLAUDE.md)

Episode 12: CLAUDE.md — The Constitution Behind Your AI SystemIn Episode 12 of Beyond Prompting, we focus on the single highest-leverage asset in your entire AI workflow:the CLAUDE.md file.This is not...

13 Apr 38min

11. The AI in the Pipeline (CI/CD Integration and Automation)

11. The AI in the Pipeline (CI/CD Integration and Automation)

Episode 11: Claude Code in CI/CD — Turning AI Into a Controlled Automation LayerIn Episode 11 of Beyond Prompting, we take Claude Code beyond the local terminal and into one of the most powerful place...

12 Apr 43min

10. Safe Legacy Refactoring (How to Rewrite 50k Lines Without Breaking Prod)

10. Safe Legacy Refactoring (How to Rewrite 50k Lines Without Breaking Prod)

This is one of the most dangerous moves you can make as an engineer:Letting AI rewrite your legacy system.In this episode, we confront that risk head-on.Because if you’ve ever tried something like“Cla...

31 Mar 33min

9. The Terminal Agent (Claude Code Fundamentals)

9. The Terminal Agent (Claude Code Fundamentals)

In this episode, we enter a new phase of the journey: Claude Code.This is where things change.We leave behind the familiar world of browsers and chat windows—and step directly into the terminal. No mo...

30 Mar 29min

8. The AI That Works While You Sleep (Scheduled Tasks & Autonomous

8. The AI That Works While You Sleep (Scheduled Tasks & Autonomous

In Episode 8, we unlock the next level of AI productivity: autonomous, recurring workflows. Instead of triggering Claude manually for each task, we explore how Claude Cowork can operate as a backgroun...

7 Mar 45min

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