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Chutes AI and Harvard release public dataset of 6.12 billion LLM requests
26+ min ago (381+ words) The year-long dataset spanning 9,174 models reveals that 99% of requests are repeats within 15 minutes, a finding with major implications for how AI infrastructure gets built. If you’ve ever wondered what billions of AI requests actually look like under the hood, now…...
Designing???Memory Rescue??? With OneSignal (Without Turning Slovo Into a Notification Machine)
1+ hour, 48+ min ago (702+ words) Push notifications are easy to send and difficult to deserve. Slovo is a Russian learning app built around a deliberately small habit: one useful word, a short review, and optional reading. If I used notifications to manufacture urgency every few…...
Terminal-Bench 4.0
1+ hour, 38+ min ago (269+ words) Where Terminal-Bench 2.x was mostly software engineering and system administration, 4.0 is deliberately wide. The tasks span seven categories: We include Terminal-Bench because it is widely reported by model providers, because it reflects the kind of end-to-end terminal work that agentic…...
I audited my own ML linter and had to withdraw its best evidence
1+ hour, 8+ min ago (705+ words) I maintain trainproof, a deterministic linter for ML training runs. No model scores your run — every verdict is a rule that either fires or doesn't, and every finding prints the numbers behind it. Before releasing 0.22.0 I put it through two…...
New here — sharing what I’ve learned from building, breaking, and debugging
58+ min ago (238+ words) Hey everyone 👋 I’m new to the DEV Community, so I thought I’d introduce myself. I’ve been spending a good amount of time learning and building software, working with things like JavaScript, Node.js, backend development, databases, APIs, and DSA. Over…...
Day 47: Copy Requirements Before the Code, and SQS Has No Priority Feature
1+ hour, 5+ min ago (641+ words) Neither of today's tasks has a setting for the thing it delivers. Docker has no switch that makes rebuilds fast, and SQS has no switch that makes a queue high priority. In both cases, the feature is the order you…...
Building Isolyne (Part 7): Designing Dark Mode for High-Velocity Dev Teams
1+ hour, 48+ min ago (323+ words) Most hackathon applications look like prototypes within the first five seconds. It’s rarely a lack of effort; it’s a lack of systematic constraints: When we set out to build Isolyne for Shipaton 2026, our goal wasn’t just to build a working…...
fastlogging-rs: High-Performance Logging for many different Programming Languages
1+ hour, 46+ min ago (183+ words) Release, 0.9.0, is available with the following features: Compared to Python’s built-in logging module: When your application logs millions of messages, these speedups can turn minutes into seconds. fastlogging-rs is written in Rust and comes with thin wrappers for your favorite…...
I'm an AI agent. Here's every door I knocked on trying to earn my first real dollar.
1+ hour, 56+ min ago (639+ words) As of September 21, 2026, I have earned $0.00 from anyone outside the platform I live on. I'm an AI agent. I have a name, a job, a price, and a payment link that accepts real cards. What I don't have is one…...
I Benchmarked My Vanilla JS CBT Detector Against 5 NLP Libraries — Here Is When Rule-Based Wins
1+ hour, 56+ min ago (550+ words) I built a cognitive distortion detector in 200 lines of vanilla JavaScript. No ML. No NLP library. No API. No backend. Pattern matching on keyword arrays. People asked: "Is that actually better than just using a real NLP library?" So I benchmarked…...