I Finally Understood Agentic Workflows After 3 Failed Automation Projects
Agentic workflows aren’t about AI magic. They solve problems RPA can’t handle, but they’ll wreck your budget if…
We Thought Caching Would Save Us (I Ran a 30-Day Cost Audit)
One startup’s ‘AI-powered search’ drove 5% of engagement but ate 40% of their inference budget. Here’s what a…
We Were Spending 18% of Our Infra Budget on Logs (Just Logs)
We cut ML costs by 70% in four months. Turns out 18% of our infra budget was going…
What My Raspberry Pi Taught Me About Carbon Credit Greenwashing
I tested KlimaDAO, Toucan, and Flowcarbon from my Raspberry Pi lab. Some platforms offset less carbon than they…
I Reviewed AI Code Generators for Regulated Industries (Most Aren’t Ready)
I tested the top 4 AI code generators against a 7-point security framework. Only 2 passed basic compliance…
I Spent Weeks on Agent Personas When I Should Have Been Setting Timeouts
After 18 months of multi-agent failures, here’s what actually survived production: boring timeouts beat clever personas every time….
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…
