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News
One global threshold is how you delete valid data
10+ hour, 17+ min ago (388+ words) Our GPS filter worked perfectly, right up until someone sat in Bangalore traffic. A parked phone does not sit still in the data. The reported position wanders a few metres in every direction, and if you naively sum the gaps…...
AI Won't Fix a Broken Process. Map It First, Then Automate
11+ hour, 30+ min ago (1060+ words) Automation copies your process. If the process is confused, you now have confusion running at speed, and nobody to blame in the room because the software did it. That is the failure mode I see most often in businesses between…...
My Harness Used One Label for Three Different Failures.
12+ hour, 1+ min ago (1083+ words) Three fixtures, three separate calls into the same reducer. Here is the complete failure_reasons each one returned, unedited: These are minimal fixtures with no sandbox event and no tool response, so the first and last codes fire in all three and…...
Meta Just Gave Every Car Shopper a Robot.
19+ hour, 20+ min ago (34+ words) Here Are the Six Used-Car Listings It Will Never Show You. I build the software car dealerships use to post their inventory on Facebook Marketplace, which …...
The Hard Problem Isn't Automation. It's Classification.
23+ hour, 58+ min ago (795+ words) James Coombs is a design engineer who built an AI-assisted bug pipeline that ships full-stack fixes across backend, API, and frontend layers in production. An "error handling improvement" that touches C# backend, GraphQL schema, and React frontend required 5 hours and…...
Make Fully Customizable QR Codes (Actually)
1+ day, 9+ hour ago (28+ words) Tired of usual bland QR codes that don't show off your brand? I made a simple API to create fully... Tagged with python, api, backend, tools....
Build a small OpenOSRS plugin in Java
1+ day, 15+ hour ago (412+ words) A small plugin is a good way to learn a desktop client's extension system. This example displays a chat message after login. It covers discovery, dependency injection, game events and packaging without automating gameplay. I maintain the OpenOSRS project at…...
A Simple Pattern for Making AI Automations Safer
1+ day, 21+ hour ago (213+ words) When building AI-powered workflows, it's tempting to let the AI control everything. I've found a safer approach is to separate what the AI understands from what the automation actually decides. A simple architecture looks like this: User Input ↓ AI Understands…...
# My Experience with Oasis Infobyte Internship — From Learning to Building 🚀
1+ day, 17+ hour ago (423+ words) Starting a journey in web development is not just about learning HTML, CSS, or JavaScript. The real learning begins …...
The Post-SaaS Architecture: How a $14,000/month AWS bill for 35 req/sec cured our team of cloud delusions
2+ day, 10+ hour ago (535+ words) A few months ago, I was brought in to audit the infrastructure of a post-Series A fintech company that was bleeding cash. The leadership team couldn't understand why their monthly Amazon Web Services bill was hovering around $14,200 while their actual…...