Master Claude Chat, Cowork, Code
The era of treating AI as just a chatbot is over. Beyond Prompting is a podcast for developers and technical leaders ready to make the shift from conversational AI to operational AI. Join us as we explore how to turn Claude into an active, system-level agent that executes code, automates desktop workflows, and integrates directly into your CI/CD pipelines. Our core philosophy is simple: Execution over explanation, context over scale, and workflow over conversation.
Episodes
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 rot.At first, massive 200,000-token context windows sound revolutionary.More memory. More history. More continuity.But in practice, something subtle begins to happen as conversations grow:Old decisio
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:Model Context Protocol (MCP).Until now, working with AI has meant constant friction—copying context, pasting data, and manually bridging gaps between tools.MCP changes that.It acts as a universal data br
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 team’s standard operating procedures into executable systems.This is where AI stops waiting for instructions… and starts knowing what to do.We introduce Claude “Skills”—a structured way to encode repe
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 just another prompt.It is your system’s living constitution—a persistent layer of institutional memory that defines how Claude behaves inside your organization, across projects, teams, and time.But h
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 places in modern software engineering: your automated delivery pipeline.This is where AI stops being just a coding assistant and starts becoming part of your development system.In this episode, you will le
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“Claude, clean up this code”you already know what happens next…You get beautifully structured, modern code—that completely breaks your production environment.So how do you actually do this safely?We walk
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 more copying and pasting. No more fragmented workflows. Claude Code lives inside your CLI and works alongside you like a true engineering partner.It reads your codebase.It runs commands.It makes real ch
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 background agent that runs on its own schedule.You will learn how to configure automated workflows using cron expressions. For example, you can build a daily briefing that gathers overnight system alerts, supp
7. The Domain Expert (Supercharging Cowork with Plugins)
In Episode 7, we explore how to transform Claude from a general-purpose AI into a specialized expert tailored to your specific job function. Instead of relying on generic responses, Claude can be extended with structured capabilities that allow it to operate within the exact workflows your team uses every day.This episode dives into the architecture of Claude Cowork Plugins—modular packages that b
6. Breaking Out of the Browser (Introduction to Claude Cowork)
In Episode 6, we step beyond the browser and introduce Claude Cowork, Anthropic’s desktop automation agent. Unlike traditional chat interfaces where you manually upload files one at a time, Cowork operates directly on your computer with controlled access to your local files.But how can an AI safely interact with your system without putting your machine at risk? In this episode, we look under the h
5. From Conversation to Application (Rapid Prototyping with Artifacts)
In Episode 3, we move beyond simple chat interactions and dive into the technical foundation of prompt engineering. Why does Claude sometimes hallucinate or produce unpredictable results? The answer lies in entropy—how ambiguity expands the model’s probability space and leads to uncertain outputs.In this episode, we break down the anatomy of a high-quality, professional-grade prompt. You will lear
4. Curing "AI Amnesia" (Mastering Claude Projects and Persistent Context)
In Episode 4, we tackle one of the most frustrating bottlenecks in working with AI: "AI Amnesia." If you find yourself spending twenty minutes re-explaining your codebase architecture, coding conventions, or deployment rules every time you open a new chat, it is a sign that your workflow needs to evolve.In this episode, we explore how Claude Projects solve this problem by allowing you to build per
3. Taming AI Entropy (The Engineering of a Perfect Prompt)
In Episode 3, we move beyond simple chat interactions and dive into the technical foundation of prompt engineering. Why does Claude sometimes hallucinate or produce unpredictable results? The answer lies in entropy—how ambiguity expands the model’s probability space and leads to uncertain outputs.In this episode, we break down the anatomy of a high-quality, professional-grade prompt. You will lear
2. The Three Pillars of Claude (Chat, Cowork, and Code)
In the second episode of Beyond Prompting, we break down the fundamental architecture of the Claude ecosystem. Claude is no longer just a single chatbot — it is a family of distinct interfaces designed for entirely different modes of work.We explore the specific capabilities and use cases for each of the "Three Pillars":Claude Chat: The web-based interface designed for intellectual work, reasoning
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
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