Articles by Grizzly Peak Software
Building Resilient Agents That Don't Break When APIs Change Overnight
It was a Tuesday morning. I was drinking coffee and watching moose tracks fill with fresh snow outside my cabin window when my phone started buzzing. The...
Read ArticleCraftsman Meets Code: Building Furniture with Parametric Design and LLMs
I broke three pieces of walnut last winter trying to build a bookshelf.
Read ArticleFixing Claude's Slow Response Nights: Local Fallbacks & Hybrid Setups
If you've spent any serious time building with Claude's API, you've noticed the pattern. Mornings on the West Coast? Snappy. Sub-two-second responses on...
Read ArticleIntegrating Google CLI + LLMs: Automating My Alaskan Homesteading Logs
Most people hear "homesteading in Alaska" and picture some guy with an axe and a flannel shirt who has never touched a computer. And honestly, some days...
Read ArticleGumroad Factory 2.0: Automating Cover Art, Landing Pages, and Emails
I sold my first digital product on Gumroad in 2023. It was a PDF about API gateway patterns, the cover looked like it was designed in PowerPoint by...
Read ArticleAI Code Review Agents: Saving Hours on Pull Requests (My Workflow)
I used to spend two hours every morning reviewing pull requests. Coffee in hand, cabin quiet except for the woodstove popping, just grinding through diffs...
Read ArticleWhy Gemini Flash 2.0 Just Became My Daily Driver (Benchmarks + Real Builds)
I'll admit it — I have a model loyalty problem. For the past year, I've defaulted to Claude for nearly everything. Writing articles, debugging code...
Read ArticleAI for Craftsman Projects: Generating CNC Plans from Voice Descriptions
I was standing in my shop last November, staring at a piece of walnut I'd been saving for two years, trying to figure out how to turn a vague idea in my...
Read ArticleOne-Click Deploy Agents: Streamlining Vercel + Supabase Setups
I got tired of the same deployment ritual. Create a new Vercel project. Connect the GitHub repo. Set up environment variables. Spin up a new Supabase...
Read ArticleWhen LLMs Hallucinate Architecture: Real Enterprise Integration Nightmares
Last month, a developer I mentor showed me an architecture diagram that Claude had generated for his team's new microservices migration. It was beautiful....
Read ArticleWhy Flash Models Are Crushing Mini Versions for Indie Hackers Right Now
Last month I ran a batch classification job through three different models: GPT-4o-mini, Gemini 2.0 Flash, and Claude 3.5 Haiku. Same prompts, same data...
Read ArticleClaude Artifacts vs. Copilot Workspace: Which Wins for Rapid Prototyping in 2026?
Last Tuesday at 11 PM, I had an idea for a small tool — a dashboard that pulls job posting stats from my Grizzly Peak Software job board and shows hiring...
Read Articleo1 Pro Mode s Massive Context Window: Building 50k-Token Enterprise Specs Without Crashing
Last month I tried to feed an entire microservices architecture spec into GPT-4. The spec was about 38,000 tokens — not even that big by enterprise...
Read ArticleFrom Tech Burnout to Alaskan Adventures: Rethinking Work-Life Balance with Agentic Workflows
I'm writing this from a cabin in Alaska.
Read ArticleCopilot CLI Hacks for Non-Technical Founders (Tested on My Latest SaaS)
Last Tuesday I was sitting in my cabin in Caswell Lakes, Alaska, watching a founder friend struggle over Zoom. He had a Rails app deployed on Heroku, a...
Read ArticleWhy I am Betting Against Claude for Enterprise in 2027 (Hot Take + Evidence)
I use Claude every day. Claude Code is my primary development tool. I built a job classifier with Claude Haiku that processes hundreds of job listings...
Read ArticleAI Diagnostics Go Off-Road: Applying Car Tech to Outdoor Gear and Survival Tools
The idea started as a joke.
Read ArticleBuilding AI SaaS in 24 Hours: Wild Experiments with $0 Marketing Budgets
I have a problem. Every time I get an idea for a tool I think is interesting, I want to build it immediately. Not plan it. Not validate it extensively....
Read ArticleMicro-SaaS Ideas for Fitness-Focused Devs: Building a Workout Log with an AI Coach
I've been lifting weights for almost 30 years. Not competitively — just consistently. Three to four days a week, every week, through career changes...
Read ArticleAI-Powered Side Hustles for the Over-50 Dev: Lessons from 30+ Years in Code
There's a narrative in tech that experience is a liability. That the industry belongs to 25-year-olds grinding 80-hour weeks on energy drinks and novelty....
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