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PODCAST

Master Claude Chat, Cowork, Code

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. Would you like me to generate a

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All Episodes

00:48:54

15. Prompt Caching and Durable State (The Economics...

Master Claude Chat, Cowork, Code ·

2026/10/05

In Episode 15 of Beyond Prompting, author Sho Shimoda breaks down prompt caching—the single largest cost lever in the Claude Code ecosystem—and demonstrates how to manage long-term project memory. We explore why two identical sessions can vary dramatically in cost based on how they handle cached context and how to structure state that outlives individual sessions. In this episode, we cover:The Three Cached Layers: How prompt caching organizes context into three ordered layers—system prompt, project

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00:45:24

14. Memory, Compaction and Checkpoints (Managing...

Master Claude Chat, Cowork, Code ·

2026/10/04

In Episode 14 of Beyond Prompting, author Sho Shimoda breaks down how to manage context budgets and session state when conversations run long. We examine the three core mechanisms that control what Claude retains, what gets summarized, and how to recover when an exploration strays off track:Auto Memory Across Sessions: How Claude Code automatically records durable preferences and project facts under ~/.claude/projects/<project>/memory/, loading the top of MEMORY.md while keeping topic-specific

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00:46:04

13. Curing AI Amnesia (CLAUDE.md and Rules)

Master Claude Chat, Cowork, Code ·

2026/09/30

In Episode 13 of Beyond Prompting, author Sho Shimoda breaks down how to configure persistent repository instructions using CLAUDE.md and rule files. Rather than treating CLAUDE.md as a generic style guide or dumping ground for historical bugs, this episode focuses on treating instruction files as a concise briefing for a capable colleague. We cover:The 200-Line Rule: Why CLAUDE.md should be kept concise (under ~200 lines) by focusing strictly on non-derivable facts, build environments, and explicit

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00:44:35

12. Safe Refactoring of Legacy Code (Characterize,...

Master Claude Chat, Cowork, Code ·

2026/09/29

In Episode 12 of Beyond Prompting, we tackle one of the most high-stakes tasks in software engineering: letting an AI agent refactor an existing codebase. Author Sho Shimoda breaks down why asking Claude to "modernize this module" in one giant prompt usually results in hundreds of changed lines, broken production, and hours spent untangling regressions. In this episode, we cover:The "Big-Bang" Trap: Why a single commit touching twelve files leaves you with twelve suspects when

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00:44:35

11. Securing Autonomous Agents (Permissions, Auto...

Master Claude Chat, Cowork, Code ·

2026/09/28

In Episode 11 of Beyond Prompting, author Sho Shimoda breaks down the permission and governance architecture that protects your host machine while allowing Claude Code to operate autonomously. As session defaults shift toward classifier-driven execution, understanding how actions are evaluated is essential for safe operation. In this episode, we cover:First-Match Resolution Order: How proposed tool calls evaluate in a strict, fixed sequence—Deny rules first, then Ask rules, then Allow rules, before

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00:42:29

10. Governing Claude Code with Invisible JSON Files...

Master Claude Chat, Cowork, Code ·

2026/09/22

In Episode 10 of Beyond Prompting, we explore how to configure and govern Claude Code through the .claude directory and JSON settings files. Author Sho Shimoda breaks down how configuration is structured, which files take precedence when rules conflict, and how settings merge across scopes. In this episode, we cover:What Lives Where: Distinguishing between committed project configuration (.claude/settings.json, rules/, skills/), personal overrides (.claude/settings.local.json), user-level global

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00:44:58

9. Sessions and the Interactive Loop (Steering Claude...

Master Claude Chat, Cowork, Code ·

2026/09/21

In Episode 9 of Beyond Prompting, we enter Part IV of our journey and step directly into the terminal with Claude Code. Author Sho Shimoda breaks down how Claude Code operates as an autonomous CLI agent rather than a passive text generator, working directly inside your repository. In this episode, we cover:Getting it Running: Installing Claude Code via the native installer or @anthropic-ai/claude-code, running claude doctor to verify setup, and establishing scoped working directories.The Interactive

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00:48:14

8. Scheduled and Delegated Work (Automating Recurring...

Master Claude Chat, Cowork, Code ·

2026/09/20

In Episode 8 of Beyond Prompting, we examine how to turn Claude Cowork from a manual tool into a background operator that executes recurring tasks on a schedule. Author Sho Shimoda breaks down:Remote Cloud Cadence: How scheduled tasks fire on Anthropic's cloud infrastructure whether or not your computer is open or awake—unless the task specifically requires local disk files or screen access via the desktop app broker.Session Ephemerality: Why every scheduled run starts as a fresh, standalone

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00:41:53

7. Files, Connectors and Approvals (Safely Extending...

Master Claude Chat, Cowork, Code ·

2026/09/19

In Episode 7 of Beyond Prompting, we examine how to extend Claude Cowork's reach across local directories, cloud services, and desktop applications without sacrificing security. Author Sho Shimoda breaks down the essential controls and permissions that protect your host environment while allowing AI agents to run complex operational tasks. In this episode, we cover:Scoping File Access: Why you should grant access to narrow project folders rather than your root home directory, and how local file

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00:47:44

6. Cowork Today: Cloud-First, Four Surfaces (Safely...

Master Claude Chat, Cowork, Code ·

2026/09/16

In Episode 6 of Beyond Prompting, we explore the major architectural evolution of Claude Cowork. Moving beyond simple text generation, Cowork handles operational file and document workflows—and now operates on a cloud-first architecture. Author Sho Shimoda breaks down how this transition changes where your work runs and how your local machine stays secure. In this episode, we cover:Cloud-First Execution: Why agent loops and code execution now run in ephemeral cloud sandboxes on Anthropic's

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00:46:35

5. Artifacts (Turning Conversations into Shareable...

Master Claude Chat, Cowork, Code ·

2026/09/15

In Episode 5 of Beyond Prompting, we focus on turning conversational outputs into persistent, interactive deliverables using Artifacts. Rather than leaving code or tools buried in a chat transcript, Artifacts create standalone, shareable components that live beside the conversation with their own addresses. In this episode, we break down:The Artifact Boundary: Distinguishing between temporary chat messages and deliverables with a "second life" (such as calculators, diagrams, and

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00:46:14

4. Projects and Persistent Context (Curing AI Amnesia)

Master Claude Chat, Cowork, Code ·

2026/09/15

In Episode 4 of Beyond Prompting, we tackle the most frustrating bottleneck in AI collaboration: starting every conversation from a clean slate. If you find yourself repeatedly re-explaining your organizational domain, terminology, and conventions, Claude Projects provide a persistent container to turn disposable chats into an ongoing working relationship. In this episode, we break down the core mechanics of context persistence:The Three-Layer Architecture: How Projects separate Custom Instructions

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00:44:11

3.Prompting as Entropy Reduction (The Math of Precision)

Master Claude Chat, Cowork, Code ·

2026/09/14

In Episode 3 of Beyond Prompting, we explore the single underlying principle behind effective prompt engineering: narrowing the token probability distribution. Rather than relying on an arbitrary list of "prompt tricks," author Sho Shimoda demonstrates how ambiguity equals entropy—and how every constraint you add systematically removes unwanted candidate outputs. In this episode, we break down:The Cost of Ambiguity: Why vague prompts waste turns and tokens, and how specifying constraints

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00:41:18

2. The Claude Surface Map (Pick the Right Claude by...

Master Claude Chat, Cowork, Code ·

2026/09/12

In Episode 2 of Beyond Prompting, we map out the modern Claude ecosystem and answer the fundamental operational question: "Which Claude should I use for this task?". While the three primary surfaces—Chat, Cowork, and Code—remain the core pillars, the execution footprint has expanded across eight distinct environments. In this episode, we break down:The Three Shapes of Work: Distinguishing between pure intellectual synthesis with zero system reach (Claude Chat), operational file and

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00:21:56

1. How the Models Behave (Probability, Entropy, and...

Master Claude Chat, Cowork, Code ·

2026/09/11

In Episode 1 of Beyond Prompting, we go under the hood of modern AI models to understand how they actually generate text and why they behave the way they do. We break down the fundamental mechanics of token probability distributions, explaining why language models have no separate database of facts and why fluency doesn't guarantee correctness. We cover four core operational concepts:What the Model Is Actually Doing: How the token sampling loop operates and why everything you write shapes the

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00:38:33

0. How AI Broke the Technical Manual (What Changed in...

Master Claude Chat, Cowork, Code ·

2026/09/11

In this special preamble episode of Beyond Prompting, we examine how rapid AI development forced a complete rewrite of technical documentation and operator manuals. Author Sho Shimoda breaks down why Running Claude replaces earlier guides following roughly 180 software releases in just six months. We explore four fundamental shifts reshaping the operational ecosystem:Model Tiers & Effort: The lineup now spans five tiers—Mythos, Fable, Opus, Sonnet, and Haiku—with native 1M-token context windows

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00:54:48

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

Master Claude Chat, Cowork, Code ·

2026/05/15

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 decisions linger.Rejected ideas remain buried in the thread.Outdated assumptions continue influencing the

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00:39:15

14. The Universal Data Bridge (Connecting Systems...

Master Claude Chat, Cowork, Code ·

2026/04/20

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 bridge, allowing Claude to securely connect to your existing stack—without building custom integrations

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00:37:56

13. Teaching Claude New Tricks (Encapsulating...

Master Claude Chat, Cowork, Code ·

2026/04/19

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 repeatable processes so they can be triggered and executed automatically. No more re-explaining the same

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00:38:09

12. The AI Constitution (Designing Guardrails with...

Master Claude Chat, Cowork, Code ·

2026/04/13

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 here’s the catch:Most teams get this completely wrong.They try to control AI by adding more rules, more

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