Articles by Grizzly Peak Software

o1 Pro Mode s Massive Context Window: Building 50k-Token Enterprise Specs Without Crashing
AI
o1 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 Article
Building Publicly in Harsh Winters: Tools That Keep Me Productive
Business
Building Publicly in Harsh Winters: Tools That Keep Me Productive

Last January, the temperature at my cabin in Caswell Lakes hit negative 42 degrees Fahrenheit. The diesel generator ran nonstop. My Starlink dish had so...

Read Article
Why I am Betting Against Claude for Enterprise in 2027 (Hot Take + Evidence)
AI
Why 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 Article
Claude Artifacts vs. Copilot Workspace: Which Wins for Rapid Prototyping in 2026?
AI
Claude 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 Article
AI-Powered Side Hustles for the Over-50 Dev: Lessons from 30+ Years in Code
AI
AI-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....

Read Article
Multimodal AI Wins: Using Vision Models to Debug UI Screenshots Automatically
AI
Multimodal AI Wins: Using Vision Models to Debug UI Screenshots Automatically

Last Tuesday at 11 PM, I was staring at a bug report from a user of my AutoDetective.ai site. The report said "the results page looks broken on mobile."...

Read Article
Building AI SaaS in 24 Hours: Wild Experiments with $0 Marketing Budgets
AI
Building 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 Article
Micro-SaaS Ideas for Fitness-Focused Devs: Building a Workout Log with an AI Coach
AI
Micro-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 Article
Prompt Engineering for Alaskan Winters: Offline-First AI Tools That Work Without Internet
AI
Prompt Engineering for Alaskan Winters: Offline-First AI Tools That Work Without Internet

Last January, a snowstorm knocked out my internet for four days. Not four hours — four days. The satellite dish on the roof of my cabin in Caswell Lakes...

Read Article
Low-Effort Passive Income: AI-Generated Niche Sites (An Honest Assessment)
Business
Low-Effort Passive Income: AI-Generated Niche Sites (An Honest Assessment)

I've been building websites since the late 1990s. Back then, "passive income" meant building a site about digital cameras, stuffing it with affiliate...

Read Article
Avoiding Ageism in Tech: Building Proof via Public Projects
Career
Avoiding Ageism in Tech: Building Proof via Public Projects

Last year I applied for a contract role at a company that shall remain nameless. The recruiter was enthusiastic on the phone. My experience matched...

Read Article
Coding by Northern Lights: My Alaskan Remote Setup Tour
Career
Coding by Northern Lights: My Alaskan Remote Setup Tour

Last Tuesday at around 10 PM, I was debugging a database migration while the sky outside my office window turned green.

Read Article
From Zero to MVP: 12-Hour Build Using Only Free-Tier LLMs in 2026
AI
From Zero to MVP: 12-Hour Build Using Only Free-Tier LLMs in 2026

I wanted to see if it was possible to build something genuinely useful — not a toy, not a demo, an actual tool someone would pay for — using nothing but...

Read Article
Programmatic SEO on a Shoestring: How I Indexed 10K Pages and Monetized with AI
AI
Programmatic SEO on a Shoestring: How I Indexed 10K Pages and Monetized with AI

Let me tell you about a project that went from idea to 8,000+ Google-indexed pages in under a month — running on a $5 server, built by one engineer...

Read Article
AI Content for Programmatic Sites: Avoiding Google Penalties in 2026
AI
AI Content for Programmatic Sites: Avoiding Google Penalties in 2026

I've had pages deindexed. I've had AdSense applications rejected. I've watched a site go from 8,000 indexed pages to 4,000 in a single week — and then...

Read Article
Homesteading as Burnout Therapy: Building Cabins & Code
Career
Homesteading as Burnout Therapy: Building Cabins & Code

Three years ago, I was sitting in a rental in Boise, staring at a terminal, and feeling absolutely nothing.

Read Article
Chain-of-Thought vs. Agent Loops: Speed Tests on Real SaaS Features
AI
Chain-of-Thought vs. Agent Loops: Speed Tests on Real SaaS Features

I've been building SaaS features two different ways lately, and the performance gap between them is wider than I expected.

Read Article