I Wasted a Weekend Building the Same AI Agents in Two Frameworks (Worth It)
47 hours building the same AI agents in CrewAI and AutoGen. One won on setup, the other on…
Why I Yelled at My Laptop at 2 AM About Memory Allocation Errors
I tested Ollama and LM Studio for 30 days on three machines. The winner on my old ThinkPad…
I Tracked Every AI Suggestion for 30 Days (My Spreadsheet Got Weird)
I tested 7 AI coding assistants on real Python projects for 30 days. Copilot hit 68% acceptance, but…
I Spent $3K in One Quarter on LLM APIs Before I Figured Out Real Costs
Per-token pricing is a lie. After blowing $3K in a quarter on retries and context bloat, I built…
I Spent $47.23 Fine-Tuning Llama 3 (Here’s Every Mistake I Made)
I broke Llama 3 fine-tuning 17 times, so you don’t have to. Real costs, actual mistakes, and the…
How a 3 AM Slack Notification Cost Us $23,000 in API Credits
A leaked API key cost us $23,000 in one night. Here’s the secrets management framework we built after,…
My Single Agent Kept Hallucinating, So I Built a Team Instead
After my single agent kept hallucinating sources, I switched to agent teams. Here’s the 3-model mental framework that…
Our RAG Looked Great in Testing (Real Traffic Hit)
Our RAG demo queries were fast. Then real traffic hit, and we spent $50K fixing it. Here’s the…
Why Half the AI Coding Tools Failed Our Security Review in Week One
We tested Copilot, Codeium, and Tabnine across real sprints. Half failed security checks before we wrote a line…
What I Learned Running LLaMA on Weird Hardware in My Apartment for 2 Years
Pattern #5 (structured output drift) broke our client’s pipeline silently for days. Here’s the 5-pattern detection framework I…
