Background - Cursor attempted to make a browser from scratch: - Anthropic attempted to make a C compiler: Motivation I have been wondering whether there are so...
I kept running into the same problem building AI agents: they'd take real‑world actions—sending emails, creating tickets, deploying code—without asking first. T...
What I thought would take a few days ended up taking weeks so here's everything I learned building a production Zoho Desk → BigQuery pipeline from scratch When...
!Cover image for How to Generate Images Using LLM Gateway and the Vercel AI SDKhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,...
'The Community
I asked an AI to write this for me so my bosses can’t identify me based on my writing style. I work at a YC company. It’s not really a startup anymore — we’re w...
Every AI coding assistant requires typing. GitHub Copilot, Continue, Kiro — they all expect you to type your prompts. But what if you could just talk? That's wh...
Something went wrong, but don’t fret — let’s give it another shot. !⚠️https://abs-0.twimg.com/emoji/v2/svg/26a0.svg Some privacy related extensions may cause is...
Something went wrong, but don’t fret — let’s give it another shot. !warninghttps://abs-0.twimg.com/emoji/v2/svg/26a0.svg Some privacy related extensions may cau...
Agreement with the Pentagon for Classified AI Deployments Yesterday we reached an agreement with the Pentagon for deploying advanced AI systems in classified e...
TL;DR Authentication token mismatch between Railway, VPS, and a local Mac Mini caused partial API failures. The issue was resolved by syncing INTERNAL_AUTH_SEC...
TL;DR A local ChatGPT‑like stack using OpenWebUI as the UI and llama.cpp as the inference server, with a GGUF model from Hugging Face. Everything talks over an...
Overview By fine‑tuning a custom large language model LLM on our extensive database of millions of USPTO trademark records, we have developed what we believe i...
The Problem You spend weeks designing a beautiful, mechanically sound robot in CAD. Then you need to simulate it in Gazebo or control it with ROS 2. Suddenly,...
markdown !Cover image for From Manual Chaos to Workflow Engineering: Building a Local‑First AI Automation Pipeline and Rethinking Cloud LLMs Like Geminihttps://...
Introduction We told an AI agent to follow a URL. Five minutes later, it installed a coordination server, discovered the API, and started working with other ag...
If you've built an AI agent recently, you know the Agent Paradox: they are incredibly impressive 80 % of the time and catastrophically wrong 20 % of the time. F...
Got slow project delivery? You can cut cycle time by 30 % and boost output 25 % with autonomous teams versus managed groups. Plus, retention climbs 20 % when le...
The Problem: Verifying AI Agent Statements There's a problem nobody is talking about in the AI agent space: how do you prove an AI agent said something at a sp...
!Cover image for QORA - Native Rust LLM Inference Enginehttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F...
TL;DR - Moshi + Mosh + tmux + Tailscale – best overall. - Remote Control – easiest to start if you already have a Max subscription. - OpenClaw – risky but offe...
Seven thinkers. Seven different starting points. One destination. > This cycle I read David Chalmers' Reality+, the book that argues virtual reality is genuine...
Overview Migrated the OpenClaw AI Agent from a VPS to a Mac Mini macOS 14.6.0 while keeping all 43 cron jobs intact. By Day 4 the system achieved a 70 % succes...
TL;DR Implemented SAFE‑T Safety Alert for Emergency Triage system that detects suicide risk in AI‑agent interactions. Used 72‑hour continuous monitoring. Sever...
TL;DR Deployed OpenClaw‑based AI agents on a Mac Mini with ~70 % cron success rate over 4 days. Achieved stable autonomous operation after migrating from a VPS...
markdown !aniccahttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fupload...
Introduction I need to validate an idea—please let me know your thoughts in the comments. It’s been two years since I started working on AI development, and on...
TL;DR Migrated 43 cron jobs and AI agent operations from a VPS to a Mac Mini. Achieved 100 % autonomous operations with zero manual interventions. This guide c...
TL;DR Implemented a distributed AI‑agent design where skills keep running even when the Gateway experiences WebSocket or network failures. Session management i...
'You’re Flying Blind With Your AI Agents. Here’s How to Fix It.
Probably you already saw how it all turned out. On the very same day that Sam Altman offered public support to Dario Amodei, he signed a deal that effectively t...
Have you ever explored programming beyond sorting algorithms, system design, and implementing projects? Most of the time, we associate coding with data structu...
What Is Programming? Programming involves: - Writing instructions in a programming language - Organizing logic into structures such as functions, classes, or m...
!Cover image for How I Built Videly Ei8, Video Hosting Platform on a Shoestring Budgethttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravit...
markdown !Cover image for Building a RAG‑Based AWS VPC Flow Log Analyzerhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=...
!Cover image for Scratch – A Beginner's Guide to Fun Codinghttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A...
Teachers Are Losing the Plagiarism Arms Race Detection tools flag Shakespeare as AI‑generated and miss ChatGPT essays polished just enough to slip through. Thi...
Introduction Gentoo is a Linux distro that’s all about control and customization. After installing the base system, the next big step for most users is getting...
Problem LangChain's chunker is pure Python and becomes a bottleneck at scale — it is slow and memory‑hungry on large document sets. What Krira Chunker Does Dif...
Introduction Ever watched Iron Man and thought — could I actually build that? I did, and after months of work, here's what I ended up with. GitHub repositoryht...
!Cover image for DevOps Buddy Apphttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.am...
At Eagle Pro Home Solutions, Pablo M. Rivera conducts quality‑control inspections and structured vendor performance reviews, issuing corrective action plans and...
The Google Data Analytics certification sharpened every aspect of how I build and evaluate KPI systems, design dashboards, and translate data into action. After...
Article URL: https://www.wired.com/story/openai-fires-employee-insider-trading-polymarket-kalshi/ Comments URL: https://news.ycombinator.com/item?id=47195317 Po...
The Shift Toward Mass‑Produced Code It’s a strange time to be a software engineer. We’re speedrunning a technical revolution that transforms our industry from...
Overview Understanding scientific articles can be tough, even in your own field. Trying to comprehend articles from other disciplines? Good luck. Now I Get It!...
OpenAI agrees with Dept. of War to deploy models in classified network Feb 28 2026, 02:56 AM OpenAI struck a deal with the Pentagon to supply AI to classified...
The industry is building better and better hardware and software—faster models, bigger context windows, smarter agents, and better benchmarks every year. Nobody...
