Articles by Grizzly Peak Software

Building an AI Chatbot That Diagnoses Car Problems: Lessons from AutoDetective.ai
AI Integration & Development
Building an AI Chatbot That Diagnoses Car Problems: Lessons from AutoDetective.ai

I built an AI chatbot that diagnoses car problems and generates repair content. Here's what I learned about trust, accuracy, and domain-specific AI.

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Why I Stopped Building Bigger Agents and Started Building Smarter Systems
AI & Machine Learning
Why I Stopped Building Bigger Agents and Started Building Smarter Systems

A Node.js engineer explains why single-agent AI systems fail at scale and builds a multi-agent orchestrator with smart routing to fix it.

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I Fine-Tuned a 7B Model on My Own Writing in One Evening — Here's Exactly How
AI Integration & Development
I Fine-Tuned a 7B Model on My Own Writing in One Evening — Here's Exactly How

A hands-on walkthrough of fine-tuning Mistral-7B on personal blog posts using LoRA on an NVIDIA DGX Spark — from training data to local deployment, in one evening.

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Stop Hand-Rolling PDF Parsers: Build Intelligent Document Pipelines with LangExtract
AI Integration & Development
Stop Hand-Rolling PDF Parsers: Build Intelligent Document Pipelines with LangExtract

LangExtract brings schema enforcement, source grounding, and multi-pass extraction to any LLM. Here's how to build a real PDF intelligence pipeline.

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Building an EPUB Viewer in One Night with Claude Code
AI Integration & Development
Building an EPUB Viewer in One Night with Claude Code

I built an open-source EPUB reader in one night using Claude Code — drag, drop, read, and analyze your book before it goes live.

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The AI Era Will Kill Low-Code Platforms: Here's Why That's a Good Thing
AI Integration & Development
The AI Era Will Kill Low-Code Platforms: Here's Why That's a Good Thing

Low-code platforms promised to democratize software development. AI-augmented engineering just made that promise obsolete — and cheaper.

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Build a Python AI Agent in 50 Lines: Tools, Memory, and the Loop That Runs It All
AI Agents
Build a Python AI Agent in 50 Lines: Tools, Memory, and the Loop That Runs It All

Frameworks hide the loop. This tutorial builds a working Python AI agent in 50 lines, then adds a tool registry, memory, and multi-agent patterns.

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Cross-Promoting SaaS: How My Job Board Feeds AutoDetective Traffic
Business
Cross-Promoting SaaS: How My Job Board Feeds AutoDetective Traffic

Last month I was looking at my analytics for AutoDetective.ai and noticed something I wasn't expecting. A non-trivial chunk of referral traffic was coming...

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Building a Niche Tool for Homesteaders (Market Research + Launch Plan)
Business
Building a Niche Tool for Homesteaders (Market Research + Launch Plan)

I've been living on a homestead in Caswell Lakes, Alaska for a while now. And every single day, I run into problems that software should be solving but...

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The 50+ Dev's Guide to Learning New LLMs Without Overwhelm
AI
The 50+ Dev's Guide to Learning New LLMs Without Overwhelm

I turned 52 this year. I've been writing software since Reagan was president. I've survived more technology transitions than I can count — mainframes to...

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The Grizzly Mindset for Resilient Software Architecture
Software Engineering
The Grizzly Mindset for Resilient Software Architecture

I lost power for three days last January.

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Cross-Pollinating Audiences: How a Job Board Feeds a Diagnostics Tool (and Vice Versa)
Business
Cross-Pollinating Audiences: How a Job Board Feeds a Diagnostics Tool (and Vice Versa)

Most developers build one product at a time and market it in isolation. I know because I did this for years and it's an incredibly inefficient way to...

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AI Diagnostics for Off-Grid Living: Solar Panel + Battery Health Checker
AI
AI Diagnostics for Off-Grid Living: Solar Panel + Battery Health Checker

Last February, in the dead of an Alaskan winter, my battery bank voltage dropped to 11.2V at 3 AM. The inverter alarm woke me up. It was -28°F outside...

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Career Advice I Wish I Had at 40 (From a 52-Year-Old Coder)
Career
Career Advice I Wish I Had at 40 (From a 52-Year-Old Coder)

I turned 40 in 2014. Obama was in office, Docker was barely a year old, and I was deep into a career trajectory that I thought was going exactly where it...

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My 2026 AI Tool Tier List: Free > Premium > Must-Pay
AI Integration & Development
My 2026 AI Tool Tier List: Free > Premium > Must-Pay

I've spent more on AI tools than groceries in the last 18 months. In Alaska, that's a lot of milk. Here's what actually earned its keep — and what was a waste.

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10 Prompts That Turn Claude into a Full-Stack Gumroad Factory Agent
AI
10 Prompts That Turn Claude into a Full-Stack Gumroad Factory Agent

Last month I shipped three digital products on Gumroad in a single weekend. Not garbage products — actual useful things that people are buying. A prompt...

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LLMs Ate My Organic Traffic: An SEO Survival Guide for 2026
Business
LLMs Ate My Organic Traffic: An SEO Survival Guide for 2026

AI Overviews crushed my reference content. Experience-based articles held. I rebuilt my SEO strategy around what LLMs can't replicate.

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Pivoting Careers in Tech: My Job Board for Burned-Out Engineers
Career
Pivoting Careers in Tech: My Job Board for Burned-Out Engineers

I built a job board because I kept getting the same email.

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