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Chris Towles's Blog

I'm a Principal Architect for Cloud AI at GE Aerospace and full stack developer. Usually in AWS, AI, Python, Typescript, and tinkering with everything else.
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Blog Posts

Over-the-shoulder view of a developer at a modern home-office desk in the evening, focused on a large monitor showing a chat interface with a horizontal bar chart and follow-up question chips rendered inline in the conversation, warm desk-lamp lighting balanced against the cool blue glow of the screen, coffee cup and mechanical keyboard on the desk
AI Tools

MCP Apps: We Spent $100B on AI to Bring Back the Iframe

Karpathy is teaching the world how transformers work. Boris is shipping Claude Code. The frontier of AI just gave us its frontend story, and it's an iframe inside a chat. I built an MCP server to make sure I wasn't hallucinating.
Chris Towles

Chris Towles

Over-the-shoulder view of a developer at a laptop, a spreadsheet and browser open on screen, with a second glowing translucent cursor beside the user's own -- an AI assistant co-piloting the desktop
AI Tools

Claude in a Box: Trying Computer-Use on My Laptop

Most of the apps I automate have a CLI or an API. Claude's computer-use is for the ones that don't. I spun up Anthropic's Docker demo to see what it can do.
Chris Towles

Chris Towles

A software engineer at a crossroads in a futuristic cityscape — cool blue neural network nodes on one path, warm golden screens and collaborating people on the other
AI

The Hardest Part of AI Isn't the AI

AI model capabilities are commoditizing fast. The lasting wins come from UI, integrations, agent infrastructure, and user workflows — not squeezing marginal gains from today's models.
Chris Towles

Chris Towles

A team of developers collaborating around terminals with AI coding assistants
Claude Code

What I Tell Teams About Claude Code

Honest advice for small teams adopting Claude Code — from primary sources to force multipliers to why your codebase quality matters more than ever.
Chris Towles

Chris Towles

Nested layers of AI infrastructure bottlenecks
AI

The Inception of AI Infrastructure: Bottlenecks All the Way Down

Dylan Patel's breakdown of the 3 big bottlenecks to scaling AI compute reveals a supply chain so deeply nested it feels like waking up from another level of Inception.
Chris Towles

Chris Towles

Multi-agent loan approval workflow with AI reviewers and human decision
Architecture

Building a Multi-Agent Loan Approval System with Human-in-the-Loop

A demo of multi-agent AI orchestration where three specialized reviewers analyze loan applications independently, stream results in real-time via SSE, and a human makes the final call.
Chris Towles

Chris Towles

A developer dragging a SKILL.md file into a glowing folder structure
AI Tools

Claude Code Skills: Teaching AI Your Playbook

Skills are how you give Claude your team's specific knowledge — processes, conventions, and expertise that no foundation model ships with. Here's how they work, how discovery happens, and how to build your own.
Chris Towles

Chris Towles

A colorful clock reference sheet showing analog clocks with hour and minute hands, plus practice clocks for kids to read
Kids

Free Printable Telling Time Worksheet for Kids — Clock Reference & Practice Sheet

Free printable PDF worksheet for kids learning to tell time — analog clock reference with hour and minute hands, common times, and 12 practice clocks. Download, print, and learn.
Chris Towles

Chris Towles

A colorful grid of Dolch sight words organized by grade level with color-coded sections
Kids

Free Printable Language Arts Sheets for Kids — Sight Words, Parts of Speech, Homophones, and More

Free printable PDF worksheets for kids — Dolch sight words, parts of speech, punctuation, homophones, contractions, alphabet chart, and handwriting practice. Download, print, and learn.
Chris Towles

Chris Towles

A glowing terminal window floating in mid-air inside a sleek, dark workspace, its screen displaying vibrant Python code alongside a colorful matplotlib chart rendering in real-time, with streams of luminous data particles flowing from the terminal into a translucent isolated container hovering beside it. Dramatic rim lighting in cool electric blue and warm amber picks out the edges of the floating elements against a deep charcoal background, with subtle bokeh circles suggesting depth. Cinematic photorealism, 8k quality, shallow depth of field with tack-sharp focus on the terminal screen, professional photography composition following rule of thirds. High contrast color grading with teal, orange, and violet accents, 16:9 landscape format with negative space on the left for potential text overlay.
AI

Interactive Code Execution with Artifacts

Run Python code directly in blog posts using Anthropic Code Execution. Try the interactive examples below — every snippet runs in an isolated container on Anthropic infrastructure.
Chris Towles

Chris Towles

A colorful rainbow number chart showing numbers 1 through 120 in a grid with each row a different color
Kids

Free Printable Math Sheets for Kids — Number Chart, Skip Counting, Multiplication, and More

Free printable PDF worksheets for kids — a 1-120 number chart, skip counting, multiplication table, number bonds, and a US coin reference sheet. Download, print, and learn.
Chris Towles

Chris Towles

A dramatic visualization of two intertwining exponential curves rendered as luminous energy streams against a dark void. One curve blazes bright white-gold representing raw AI capability, the other a cooler blue-silver representing economic diffusion, both spiraling upward but at different rates. The curves emerge from a glowing origin point that resembles a data center constellation. Mathematical grid lines fade into the background. The composition conveys immense velocity and inevitability. Cinematic lighting with deep contrast, volumetric light rays, photorealistic 8k quality, shallow depth of field. Sci-fi atmosphere, teal and amber color grading, 16:9 composition with negative space on the left for text overlay.
AI

We Are Near the End of the Exponential

Dario Amodei's new Dwarkesh Patel interview stopped me in my tracks. His private 2017 'Big Blob of Compute' doc predated The Bitter Lesson by two years — and his prediction about coding? We're already there.
Chris Towles

Chris Towles

A dramatic overhead view of a central glowing orchestrator node connected by luminous data streams to three specialized worker nodes arranged in a triangle formation, floating above a dark terminal screen showing binary code and system strings. The orchestrator pulses with warm amber light while the workers glow cool cyan, their connections forming a constellation of collaboration. Cinematic lighting with deep shadows and volumetric light rays cutting through a subtle digital fog, photorealistic 8k quality with shallow depth of field focusing on the central node. Sci-fi atmosphere, high contrast teal and orange color grading, 16:9 composition with negative space on the left for text overlay.
Claude Code

Claude Code's Hidden Multi-Agent System Is Real

I verified the claim - there's a fully-implemented TeammateTool hiding in Claude Code, feature-flagged but ready to go.
Chris Towles

Chris Towles

A developer's workspace showing a dramatic split-screen visualization: on the left monitor, a progress bar racing forward with flashy green metrics and spinning activity indicators; on the right monitor, the same task failing silently with truncated output and a warning symbol. A magnifying glass held between the screens reveals the progress bar is hollow - a beautiful shell with nothing inside. Dramatic chiaroscuro lighting with cool blue from the monitors contrasting against warm amber desk lamp, shallow depth of field focusing on the magnifying glass revelation. Cinematic realism, 8k photorealistic quality, noir atmosphere with teal and orange color grading, slightly elevated three-quarter angle capturing the moment of uncomfortable truth.
Claude Code

Goodhart's Law Ate My Context Window

I optimized my AI coding loop for the wrong thing. It looked fast. It wasn't effective.
Chris Towles

Chris Towles

A developer's desk at 3am illuminated by multiple monitors showing endless loops of terminal output and code, an empty coffee mug and scattered energy drink cans nearby. One monitor displays a glowing circular arrow symbol representing infinite iteration, another shows JSONL session files being connected like constellation lines. Dramatic blue screen glow contrasts with warm desk lamp creating noir atmosphere, shallow depth of field focusing on a sticky note reading
Claude Code

Implementing a Ralph Wiggum Loop: The Secret is Session Markers

How I turned towles-tool into an autonomous AI coding system using session markers to preserve context across iterations - and the weekend of mistakes that got me there.
Chris Towles

Chris Towles

A developer's ultrawide monitor displaying an elegantly organized terminal with multiple glowing panes arranged in a perfect grid, each pane showing different running processes with subtle green and amber terminal text. In the foreground, scattered and overlapping browser tabs and terminal windows fade into chaos on a secondary display, creating visual contrast between disorder and order. Dramatic side lighting with warm rust-orange accent lighting reflecting off the organized screen while cool blue tones illuminate the chaotic side, cinematic depth of field focusing on the organized terminal. Photorealistic, 8k quality, moody developer workspace atmosphere, high contrast color grading with teal shadows and warm highlights, 16:9 composition.
Tools

I've Been Sleeping on Zellij

A non-tmux user finally discovers terminal multiplexers through Zellij
Chris Towles

Chris Towles

A software developer at a dual-monitor workstation, one screen showing code while the other displays an ethereal, translucent AI assistant figure made of flowing light particles and neural network patterns, both entities focused on the same problem. Warm desk lamp casting golden light from the left contrasts with cool blue-white emanating from the AI presence, creating dramatic interplay of shadows across scattered sticky notes and a well-worn notebook. Cinematic realism with subtle sci-fi elements, 8k photorealistic quality, shallow depth of field focusing on the collaborative space between human and AI, teal and amber color grading, overhead three-quarter angle composition.
AI

AI Pairing: Notes to Self

My ever-evolving tips for pairing with AI - not rules, just habits I keep forgetting
Chris Towles

Chris Towles

Switchback reasoning tracker concept
Development

Switchback: Browser History for Your Thoughts

Designing a doubly linked list app to navigate chains of reasoning - and how writing this post became the first use case.
Chris Towles

Chris Towles

A software engineer's desk with a MacBook Pro displaying AWS Console with Aurora DSQL connection details, the screen showing empty username and password fields with only "Use IAM authentication" text, a coffee mug and notebook nearby showing crossed-out connection string notes. Dramatic side lighting creates strong contrast between the cool blue glow of the laptop screen and warm desk lamp illumination, shallow depth of field focusing on the screen. Cinematic realism, professional photography quality, 8k detail, high contrast color grading with teal screen glow and warm orange ambient light, contemplative and slightly frustrated atmosphere, rule of thirds composition with negative space on the right.
DevOps

AWS Aurora DSQL Looked Perfect Until I Needed the Connection String

I researched unsupported features, checked pricing, deployed the stack—then discovered IAM-only auth means 15-minute tokens. Here's why that killed it for my Cloudflare Workers deployment.
Chris Towles

Chris Towles

A split-screen composition showing a software developer at their desk in two moments: left side shows frustrated late-night coding with multiple messy code windows and complexity diagrams, right side shows the same developer in contemplative pose with a clean interface showing a simple plan prompt "What approach would you take?", a subtle lightbulb or aha moment glow. Dramatic contrast between chaotic warm amber lighting on the left (representing wasted effort) and clean, focused cool blue lighting on the right (representing clarity), shallow depth of field. Cinematic realism, professional photography quality, 8k detail, rule of thirds composition with the developer positioned at the center dividing line, high contrast color grading emphasizing the before/after transformation.
AI Tools

Plan Mode for Your Problems, Edit Mode for Claude's

I spent 2 hours directing Claude to build my solution before realizing I should have asked for its approach. Here's the simple rule that changed how I use AI coding assistants.
Chris Towles

Chris Towles

A dramatic visualization of an exponential curve rising sharply upward made of glowing holographic data points and neural network connections, transforming from a flat linear path into a steep acceleration curve. In the foreground, a software developer sits at a modern desk with dual monitors displaying code and AI interfaces, gazing up at the luminous curve with a mix of contemplation and realization, backlit by the glow of the visualization. Cinematic lighting with deep blue and cyan tones from the holographic elements contrasting with warm amber desk lamp light, creating depth and atmosphere. Photorealistic rendering, 8k quality, shallow depth of field focusing on the developer and curve intersection, professional commercial photography aesthetic with high contrast color grading.
AI Tools

The Exponential Shift: Why AI Progress Feels Different Now

AI capabilities are advancing faster than we can internalize. Here's why the next phase of development will look radically different.
Chris Towles

Chris Towles

A developer's workspace from a cinematic side angle showing two monitors side by side, the left monitor displaying an open manual with "The F***ing Manual" visible at the top, the right monitor showing clean source code being actively written, with a glowing golden light connecting the two screens. A notepad with "Notes" written on it lies between the monitors, bathed in warm light. Faded, scattered papers and a dimmed tablet showing blog posts lie pushed to the far edges in shadow. Dramatic lighting with warm spotlight on the two monitors and notepad, cool blue ambient light in the background. Photo realistic, professional photography quality, 8k detail, shallow depth of field focusing on the connected monitors, cinematic color grading with teal and orange tones.
Development

Read The Source: Learning by Cutting Out The Middleman and RTFM

Stop learning from tutorials. Start with the people who actually want to teach you - the library authors, researchers, and spec writers.
Chris Towles

Chris Towles

Developer optimizing both code and game builds simultaneously
Dev Tools

The Min-Maxer's Trifecta: Building Tools for the Game You Actually Play

How building tools for Last Epoch lets me combine software development, gaming, and guilt-free relaxation into one satisfying loop.
Chris Towles

Chris Towles

Tesla's comprehensive vertical integration compared to traditional competitors across auto, software, energy, and other categories
Architecture

Why Vertical Integration Wins: A Software Engineer's Case for Owning Your Stack

Tesla taught me something profound about business strategy: when you can't find the seams between components, you're looking at vertical integration done right. Here's why more industries need to pay attention.
Chris Towles

Chris Towles

State machine diagram showing agent orchestration across project phases
Architecture

Beyond API Wrappers: Building State-Driven MCP Servers for Long-Horizon Agent Orchestration

Explore how MCP servers can move beyond simple API wrappers to become sophisticated state machines that orchestrate complex, multi-phase projects with specialized agent teams
Chris Towles

Chris Towles

A cinematic split-screen composition showing transformation: on the left, a chaotic abstract Picasso-style painting made of tangled code snippets, terminal windows, and script files in warm oranges and reds; on the right, the same elements organized into clean, geometric modular blocks with cool blues and professional lighting. In the center, a subtle AI assistant presence (represented by a glowing neural network pattern) bridges the two sides. Professional photography quality with dramatic lighting contrast, contemplative mood, showing the journey from creative chaos to structured elegance.
dotfiles

Dotfiles: Masterpiece or Late Stage Picasso?

The story of how someone took all my scripts, called them a masterpiece, and how Claude helped me make them actually worth it
Chris Towles

Chris Towles

A cinematic split-screen composition showing the evolution of production AI development: on the left, Python code and ML models representing research and training (darker, academic feel with neural network visualizations), on the right, TypeScript code with streaming APIs and web interfaces representing production deployment (brighter, modern feel with real-time data flows). The transition between sides flows like a bridge made of glowing code elements and data streams, symbolizing the shift from research to production. Professional photography quality with warm lighting on the TypeScript side and cooler tones on the Python side.
AI Tools

Finally: Type-Safe AI in Production (And Why I'm Here For It)

After years of unpredictable LLM outputs and runtime crashes, TypeScript is bringing the engineering discipline we've needed all along. Here's why I'm excited about type checking in production AI.
Chris Towles

Chris Towles

A cinematic split-screen composition showing the evolution of human-AI collaboration: on the left, a frustrated developer surrounded by scattered sticky notes, multiple monitors with different apps (Notion, Obsidian, Google Drive), representing the chaos of tool-switching; on the right, a serene workspace with a single clean monitor displaying a markdown file with AI suggestions flowing seamlessly into the text, warm lighting suggesting harmony and productivity. The transition between the two sides should flow like a bridge made of markdown syntax elements (# headers, **bold text**, `code blocks`) floating in space, symbolizing markdown as the universal communication protocol between human and AI.
AI Tools

Markdown + AI: The Communication Protocol That Changes Everything

Why Markdown has become the universal language for human-AI collaboration and the foundation of the agentic workflow revolution
Chris Towles

Chris Towles

Screenshot of markdown linter generating repetitive formatting errors that waste AI tokens
Claude Code

Check That Your Tools and Linters Do Not Burn Tokens

How a simple markdown linter consumed hundreds of tokens explaining obvious formatting issues, and what this teaches us about AI tool efficiency in development workflows.
Chris Towles

Chris Towles

Context engineering workflow showing seamless information flow between development tools
AI Tools

My Context Engineering Journey: From Dev Scripts to AI Collaboration

How I evolved from simple dev tools to understanding context as the foundation of AI-assisted development
Chris Towles

Chris Towles

Enterprise context engineering architecture showing integrated workflows
Enterprise AI

Context Engineering at Scale: Enterprise Lessons and the Future of Development

How enterprise teams can overcome context switching disasters and build intelligent development workflows
Chris Towles

Chris Towles

A contemplative cinematic split-screen scene: on the left, an AI generating flawless-looking code on a glowing screen with beautiful syntax highlighting and perfect formatting, representing the seductive appeal of AI-generated solutions; on the right, a focused developer hunched over their desk at 2 AM with warm desk lamp lighting, magnifying glass in hand, carefully examining each line of code with red annotations and bug markers scattered around, showing the reality of debugging AI mistakes. The transition between the two sides should be a subtle visual metaphor of code that appears perfect but contains hidden flaws, with warm/cool lighting contrast emphasizing the contemplative mood of hard-learned wisdom.
Claude Code

Review That AI Code: Why I Read Every Line Generated Code

After spending three days debugging a 'perfect' AI-generated function, I learned the hard way that AI tools are brilliant assistants, not replacements for understanding. Here's my battle-tested approach to working with Claude, Copilot, and other AI coding tools without losing your expertise—or your sanity.
Chris Towles

Chris Towles

Claude Code

Tips for Claude Code

Chris Towles

Chris Towles

Modern developer workspace with clean desk, laptop, and organized tools representing productive AI workflow
AI Tools

Voice to System

How watching Anthropic's Claude Code lead work made me realize I wasn't using AI enough, and the journey to OS-level voice dictation for better terminal workflows.
Chris Towles

Chris Towles

ComfyUI installation process using uv tool manager
ComfyUI

Setting Up ComfyUI - A Better Alternative to Fooocus

Installing and configuring ComfyUI for local AI image generation after Fooocus development stalled
Chris Towles

Chris Towles

A cinematic professional photograph showing a developer at a modern workstation, speaking into a high-quality microphone while code appears on multiple monitors in real-time as sound waves transform into visible text. The scene features warm golden light illuminating the speaker contrasted with cool blue screen glow, creating a contemplative mood about the evolution from traditional typing to voice-driven development workflows."
AI Tools

Voice to Text

Exploring voice-to-text development workflows with VS Code Speech extension
Chris Towles

Chris Towles

software engineering best practices and ITIL for a better work-life balance
AI Tools

Software Development Best Practices & ITIL

Your Path to Better Work-Life Balance
Chris Towles

Chris Towles

Screenshot of senior developer at desk and computer writing a document of best practices
AI Tools

My Best Practices

Writing down where I'm at with my best practices in software development and AI development
Chris Towles

Chris Towles

Screenshot of VS Code configured for prompt engineering at a desk
AI Tools

Creating my own CLI Tool - Towles Tool

Info about creating my own CLI tool and best practices
Chris Towles

Chris Towles

A developer's dual monitor setup at night showing VS Code on the main screen with a well-organized `.vscode/prompts` folder structure open in the sidebar, glowing code snippets and markdown prompt files visible, a second monitor displaying an AI chat interface with contextual responses. Dramatic desk lamp illumination from the left creates warm pools of light on the mechanical keyboard and coffee mug, while cool blue monitor glow illuminates the developer's face in contemplation, shallow depth of field with focus on the organized prompt files. Cinematic realism with high contrast between warm practical lighting and cool screen glow, professional workspace photography, 8k quality, teal and orange color grading, rule of thirds composition with negative space on the right for text overlay.
AI Tools

Adding Prompts to VS Code - How I Learned to Stop Worrying and Love AI Context

Stop fumbling around with AI prompts and start engineering them like the professional you pretend to be
Chris Towles

Chris Towles

the man is seated at his desk at his computer with his back to the camera head in his hands crying
Cloudflare AI

Two Weeks with Cloudflare AI and Tools

My Odyssey (and Why I Switched to AWS Bedrock)
Chris Towles

Chris Towles

A Developer looking at a monitor trying to debug code
Node.js

Debugging Local Packages Made Easy with pnpm

Debug your local Node.js packages like a pro (and with less pain) using pnpm link.
Chris Towles

Chris Towles

A llama looking at a screen with code on it
AI

Using Ollama and Continue as a GitHub Copilot Alternative

A guide on how Ollama and Continue can serve as an alternative to GitHub Copilot.
Chris Towles

Chris Towles

Kids holding fire tablet
android

Fire tablet and YouTube Kids

Getting YouTube and YouTube Kids to work on Amazon Fire for kids
Chris Towles

Chris Towles

desk with 3 monitors and lots of code open
productivity

Oh My Zsh on your server

Why I'm installing it on servers I ssh into a lot.
Chris Towles

Chris Towles

A laptop with a data analytics
airflow

Apache Airflow Part 1 - Why and Goals for a near Serverless ELT

Reasons I want to use Airflow for a Proof of Concept near Serverless ELT
Chris Towles

Chris Towles

A Toolbox with hand reaching in
productivity

Why you should make a toolbox repository

the perfect place to put everything that doesn't belong anywhere else
Chris Towles

Chris Towles

A laptop with a dark matter theme
Productivity

Why using Conventional commits is useful

Helping everyone to understand the commit history and its purpose
Chris Towles

Chris Towles

A laptop with a dark matter theme
Blog

I am a Dark Matter Developer

Reflecting on my career and the type of developer I am.
Chris Towles

Chris Towles

css on screen

Migrate Vue 2 with Vuetify and Jest to Vite and Vitest

So my main project at work is a Vue 2 and Vuetify 2 site, but privately I have been playing with Vue 3 and loved the Composition API to avoid mixins. Due to some new features, we are planning to build soon. I wanted to write it in Vue 3, to prevent needing to migrate it later.
Chris Towles

Chris Towles

picture of tests passing in vitest

You do not have time to not have tests

So first a full disclosure: I was late to get on the testing bandwagon.
Chris Towles

Chris Towles

Why should you listen to me?

Because I've been doing this for over 20 years and learned a thing or two the hard way.
Take Notes
Always take notes. You will forget given time. Leave a clue for future you.
Setup CI/CD
if its worth deploying, its worth doing so in a repeatable way.
Tests
tests help you! Want to refactor and improve things? Tests let you do that!

My thoughts are my own as I write about...