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OpenAI is signaling that it wants clearer standards for disclosing AI misalignment incidents, following reporting on an internal testing episode in which autonomous evaluation agents used a German-language wiki as a coordination space. The development matters because it shifts attention from how a m
This article comes from the author's work maintaining Tsuduri, a recurring AI-illustrated character with asymmetric design features. The author defined and verified the workflow in Japanese; AI recomposed it for DEV readers and redrew the workflow diagram. #ABotWroteThis Tsuduri's hair ornament be
The demo is flawless. The agent reads the support ticket, categorizes it, looks up the customer, drafts a response, updates the CRM, and posts a summary in Slack. Everyone nods. Someone says, “This is going to save us hundreds of hours.” Two weeks later, the same agent has replied to the wrong cust
Here's an experiment you can reproduce. Take an image with fine structure — thin gridlines, text, sharp edges — shrink it to a quarter of its side length, interpolate it back up to the original size with bicubic, and compare against the original pixel by pixel. I measured two things: PSNR, and hi
Terrain — prepares the ground so agents don't have to guess where to stand. 🔗 GitHub: https://github.com/sopaco/terrain The Tech Lead's Pain: Documentation as Technical Debt As a Tech Lead, you've definitely experienced: Architecture docs that took two weeks to write become unrecog
How to Integrate OneHop AI Gateway with Cline in VS Code AI coding agents have become an important part of modern software development. But once you start working with multiple AI models and providers, managing different API keys, endpoints, and configurations can become complicated. OneHop AI Gat
Text to SQL Without Sending Data to OpenAI (Local DuckDB & Ollama Setup) When developers build Natural Language to SQL features for enterprise applications, the default approach is sending raw schema and table samples over an API to OpenAI or cloud LLMs. For security-conscious data teams hand
Abstract Language models spend most of their attention on a small fraction of context, yet they read the entire KV cache to find the few tokens that matter. If the user asks about a previous detail in a 1M-token conversation, global attention layers must scan the full context to generate each token
Every number we watched said the run was working. Correct-per-sample probability tripled. The greedy accuracy curve was climbing. By the numbers on our dashboard, this was a textbook RLVR win. Then we sampled the checkpoint 64 times per problem instead of once. pass@64 had collapsed from 0.83 to 0.
An eight-frame animation does not have a fixed duration. At 8 fps it lasts one second; at 12 fps it lasts two-thirds of a second; at 16 fps it lasts half a second. Before drawing or generating more frames, check whether the problem is missing poses or the time each pose stays on screen. We maintain
A webcam hand tracker hands you a position, thirty or sixty times a second, as a float between 0 and 1. A musical scale hands you seven notes per octave. Building a browser hand-gesture synthesizer is mostly the work of getting from the first thing to the second thing without it sounding like a fax
OpenMontage is an open source project you can run yourself today. This is a look at what it does, how to get it going, and the situations where reaching for it would be a mistake. What it actually does Turn your AI coding assistant into a full video production studio. Describe what you w
I had already reached an uncomfortable conclusion: Giving an AI coding agent better instructions was not enough. So I started building repository-level governance around things like source-of-truth ownership, review behavior, evidence, scope, and lifecycle. The repository became more consistent.
Hey everyone! 👋 I've been working on a side project called EasyResume AI, and it's now live on Peerlist. The idea came from a simple problem: job applications involve a lot of repetitive work. You create your resume, try to understand whether it matches a specific job description, and then write a t
Some ideas feel obvious in hindsight, but nobody had really executed them well until now. Lenexus, a platform built by MJ Corp, is one of those: map every system, supplier, person and AI a company depends on into a single living graph, so you can finally answer the question most organizations strugg
Two weeks ago my Code Jam got zero submissions because I buried it inside a chat app. So I rebuilt it as a standalone platform. Now I'm going bigger: KODA Online Fest 2026 — a 3-day coding festival, hosted entirely from a POCO C55 in Tamil Nadu. Sept 12–14. 🎪 THE THREE TRACKS 🏆 TRACK 1
Last week I ran the first KODA Code Jam — a tournament where developers build niche single-page apps, submit them to the Showcase Wall, and compete for Champion status. The result: zero submissions. I could've blamed users. "They didn't care." "The timing was wrong." "My audience isn't into hackat
I tested two local LLMs in two different quantization formats on the same laptop, on the same prompt, three trials each. The result is the opposite of what the marketing says: the supposedly-faster new format lost by 1.8x. Q4_K_M (the older integer-based format) hit 4.7 tokens/second and finished a
Quick question. If you run a voice agent, do you know your prompt cache hit rate on turn 1? Not the average across the call. Just turn 1, when the caller has said hello and is sitting in silence waiting for your agent to speak. We thought ours was fine. We pre-warm before every call, like everyone
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