Full stack engineerColorado13 threads · 97 pieces
Danielle Hoopes
I build AI-powered workflows that make teams faster without sacrificing reliability or security.
Short pieces on AI engineering, shipped tools, and what actually works.
Written in short pieces. Read one and stop, or keep pulling.
Contents
Read one, or keep pulling
Fig. 01
Your database can find rows containing "refund." It can't find the ticket that says "I want my money back." Here's why search-by-meaning breaks regular databases, what vector databases actually do, and when pgvector is all you need.
Fig. 02
Tokenmaxxing: AI Tokens Are Becoming the New Productivity Metric (And Why That's Half-Right)
6 pcs · 6 minA developer in Iceland built a desk gadget that shows AI token usage as pixel art. It went viral. Here's why "tokenmaxxing" is a status symbol, why tokens are a decent proxy for AI fluency, and why the metric breaks the second your manager tracks it.
Fig. 03
Anthropic's 10-trillion-parameter Mythos model is real, locked behind Project Glasswing, and you cannot use it. Here's the actual status, an honest answer on whether you need it, and what to ship with right now while you wait.
Fig. 04
AI API prices dropped 98% in two years. GPT-5.4 at $2.50/M tokens, Gemini Flash-Lite at $0.25/M. Here's the full breakdown, which model to use for what, and why indie devs should be celebrating.
Fig. 05
Claude Code skills can automatically enforce security patterns, catch OWASP violations, and flag accessibility issues before they ship. Here's the security skill I built for my team.
Fig. 06
Skills are reusable instruction packs that make Claude actually follow your standards. Here's how to find, install, and build your own in 10 minutes.
Fig. 07
Everyone keeps asking: Antigravity or Claude Code? My answer: both. Here's how I use Google's agent-first IDE alongside Anthropic's terminal-first CLI and why I stopped trying to pick just one.
Fig. 08
The $29B hype machine, the 72-hour acquisition soap opera, and the terminal purist. An honest comparison of the three AI coding tools everyone is arguing about.
Fig. 09
Nobody in the hype cycle is talking about what OpenClaw actually costs. Real horror stories, why the architecture burns tokens, and how to not go broke running it.
Fig. 10
Learn Model Context Protocol (MCP) - the "USB-C for AI" that OpenAI, Microsoft, and Anthropic all adopted. Step-by-step tutorial to build your first AI agent.
Fig. 11
Your group chat won't shut up about Clawdbot. Here's what it actually is, whether you need it, and why 1,800+ people left theirs wide open to the internet.
Fig. 12
Introducing vibe-check, a CLI tool that catches common AI-generated code issues like any types, lazy comments, generic variable names, console spam, and empty catch blocks.
Fig. 13
Everything about Clawdbot/OpenClaw - the viral AI assistant with 100k+ GitHub stars. Includes step-by-step setup, security risks (1,800+ exposed instances), and how to protect yourself.
Specimens
Things I built. All openable.
01 TypeScript · Node.js · CLI
vibe-check
The Grammarly for AI code. Catches AI slop before it ships — any types, lazy comments, generic names, console spam, and empty catch blocks.
Source02 React · Claude AI · Firebase · PWA
grocery-run
Snap a recipe screenshot, get a grocery list. Claude Vision extracts ingredients from TikTok and Instagram recipes, groups them by aisle, and syncs across devices. Installable PWA.
03 React · Claude AI · Claude Code · Firebase
house-hunter
AI-powered property tracker for Colorado Springs. Includes custom Claude Code skills for neighborhood research workflows.
Source04 React · Claude AI · Tailwind
fridge-check
AI recipe suggestions from your fridge contents. Shows the environmental impact — water, energy, CO₂ — of each AI request. Eco mode uses 90% less resources.
Source05 React · Claude AI · Tailwind
quickmock
Visual API mock builder with AI-powered data generation. Create mock endpoints, configure responses, and generate realistic test data with Claude.
Source06 Angular · TypeScript · Claude AI · RxJS
storage-finder
Self-storage marketplace with a Claude AI chatbot. Angular 17 and RxJS, built to WCAG 2.0 accessibility standards.
Source
Colophon
- Background
- Full stack developer building enterprise applications. Started in .NET/C#, now equally comfortable in React, Python, and modern JavaScript ecosystems. Experienced with large-scale systems, security-conscious architecture, and cross-functional team collaboration.
- Current focus
- AI integration, developer tooling, and enterprise automation. I build AI-powered workflows that make teams faster without sacrificing reliability or security.
- Philosophy
- I solve problems first, pick frameworks second. Clean code matters, but shipping matters more. Accessibility isn’t optional. Documentation is a love letter to future you.
- Off duty
- When I’m not coding, I’m probably at a concert or exploring Colorado.