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Lessons about Cursor 2 and the new Composer 1 model from a ZFS Array Recovery

Lessons about Cursor 2 and the new Composer 1 model from a ZFS Array Recovery

Episode 60 November 10, 2025
Featuring: Jason Hand, Ryan MacLean

A firsthand account of using Cursor 2.0's new Composer 1 agent, parallel model execution, and git work trees, featuring a cautionary tale of ZFS array repair using Claude Sonnet 4.5 after an accidental data wipe and successful recovery.

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Episode 59

Real-Time Telemetry in Development: Using MCP and Datadog for AI-Assisted Coding

Whitney explores how real-time telemetry data through the Datadog MCP server helps inform development choices when working with Claude Code. The discussion demonstrates instrumenting code with OpenTelemetry, using telemetry to debug AI agent assumptions, and building auto-instrumentation agents for maintaining clean, efficient codebases.

November 10, 2025
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Episode 58

Building Video Processing Apps with Streamlit: From CLI to GUI

Jason Hand demonstrates converting a Python-based command-line video processing tool into a web application using Streamlit. The episode covers creating YouTube Shorts from long-form content, using FFmpeg for video manipulation, and exploring alternatives to traditional video editing workflows for content creators.

November 4, 2025
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Episode 57

Securing ChatGPT's Atlas Browser: Virtualization and Testing with AI Agents

Ryan MacLean explores OpenAI's Atlas browser, a Gen AI-powered browser that can automate web tasks. He demonstrates virtualizing macOS using Apple's Virtualization Framework and VirtualBuddy to safely test Atlas in an isolated environment, discussing security concerns around credential access and potential use cases for automated testing and onboarding workflows.

November 3, 2025
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Episode 56

Automating Claude Code Instruction Optimization with Hooks

Learn how to use Claude Code hooks to automatically optimize verbose instruction files for agents and slash commands, preventing infinite loops while maintaining token efficiency and clarity through intelligent post-tool-use automation.

October 27, 2025
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Episode 55

Building Reusable Knowledge Packages for Cloud SIEM Detection with Claude Skills

Exploring Claude Skills, a new feature that enables packaging specialized knowledge into reusable, token-efficient components. Learn how to create skills for writing Cloud SIEM detection rules across AWS, Azure, and GCP, and understand when to use skills versus sub-agents or slash commands.

October 27, 2025
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Episode 54

Automating Security Detection Rules with Claude Code Agents

Tara demonstrates how she uses Claude Code agents and slash commands to automate the creation, validation, and testing of custom Cloud SIEM detection rules, including end-to-end workflows with Terraform deployment and AWS testing.

October 23, 2025
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Episode 53

Securing AI Coding Agents: Dev Containers and Isolation Strategies

Rory McCune discusses security considerations for running AI coding agents like Claude Code, exploring practical isolation strategies including dev containers, Docker containerization, and virtual machines. The conversation covers supply chain attacks, hallucination-based attacks, and how to protect developer environments from potential agent mishaps or malicious exploitation.

October 16, 2025
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Episode 52

OpenAI's Agent Builder: Drag-and-Drop Workflows

Ryan MacLean demonstrates OpenAI's newly released Agent Builder from OpenAI DevDay - a drag-and-drop canvas UI for creating multi-step agent workflows. The discussion covers templates, guardrails, deployment options, MCP server integration, and how this tool compares to other workflow platforms like Zapier and N8N while targeting citizen developers.

October 8, 2025
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Episode 51

Context Engineering and Brand Compliance with Claude Code 2.0 Sub-Agents

Jason and Ryan dive deep into context engineering, exploring Claude Code 2.0's new features including custom sub-agents for brand compliance, security reviews, and output styles. Jason demonstrates creating specialized agents to ensure brand guidelines are followed, while discussing performance observations and the evolving landscape from prompt engineering to context management.

October 2, 2025
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