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A podcast host recently told me that he prepares questions from the guest’s bio using ChatGPT. That works for the basics, but a bio does not show which stories the guest has repeated across other inte
Concertos VR 2026: como o streaming imersivo está redefinindo o show ao vivo Introdução Você já imaginou estar no meio da plateia de um show de rock, sentir o pulsar dos graves e
When I set out to build CropCare — a full-stack platform that helps farmers detect crop diseases and get support — the hardest part wasn't the AI or the database. It was something a lot of tutorials s
Two questions. Both are things I typed to an AI myself. Six weeks apart. June 24th, I asked: "That checkout button does nothing. No console error either. Help me find the cause." July 23rd, I ask
By Michael Nocito, data analyst · Published August 8, 2026 By the end of this page you will run a SQL query from Python and get back a pandas DataFrame with real column names, ready to chart or expor
By Michael Nocito, data analyst · Published August 8, 2026 By the end of this page your spreadsheet will pull its numbers straight from a database, so next month's report is one Refresh All instead o
Most teams shopping for AI agent governance in 2026 end up buying a dashboard, and then find out six months later that their actual problem was an agent holding a database credential with no spending
Two things changed under our feet this year. First, people ask an assistant and do not click. A friend needed accounting software last month and never opened Google. He asked, got three names, messag
At the first step, I picked up the SurrealDB project for contribution. I didn't know how I could help this project become better. So I asked my beautiful OpenCode to find parts of the project that cou
AI can produce an answer in seconds. The answer may be clear, plausible, and even correct. Yet something about it can still feel wrong. I do not think this discomfort comes only from hallucinations
I run a search engine that publishes in twelve languages from one static site on Cloudflare Pages. Last week I audited its machine-readable layer — the part crawlers and answer engines read rather tha
I spent a while building an icon editor that runs entirely in the browser (icons.jamuny.com, free, no account). Here is what cost me the most time. A presentation attribute loses to any autho
Implement multi-layer circuit breakers, payload hashing, and financial cutoffs before an autonomous agent drains your backend. The Bottleneck in Production Autonomous AI agents running in
Pydantic AI gives you a clean, typed agent: define an Agent, hand it tools, call agent.run(...), and it loops — model call, tool call, model call — until it produces a validated result. The typed ergo
Build a Real-Time Polymarket Order Book Monitor A trading bot should not make decisions from stale snapshots. If you want to understand liquidity, spread, depth, or changes in market struct
I've come to believe that the fastest way to get good at building with AI is to take the paid option away from yourself. Free model access and a free server sound like a starter kit, but I think they'
A quick digest of AI-relevant signals from Chinese tech channels — one opinion worth arguing with, one new model worth testing, and two tool updates for agent workflows. ▸ Text-first agents beat VLM
When Logs and Metrics Aren't Enough You have great dashboards. Your log aggregation is solid. But when a user reports "the checkout page is slow," you still spend 30 minutes jumping between
I kept spending nights cutting long tutorials and podcasts into YouTube Shorts by hand. Existing tools were either too expensive, too “autopilot” (wrong clips), or both. So I built ShortMatic — a sma
Free AI coding help is easy to advertise. Hard to verify. Landing pages show happy demos. Benchmark posts show cherry-picked wins. I don't trust any of it. I trust probes. This week DEV is debating