Auto-aggregated global tech articles · 445 posts
Neural networks are one of the most important ideas behind modern AI. They power applications such as image recognition, speech assistants, recommendation systems, translation tools, and many generative AI systems. But despite their impressive capabilities, the basic idea is surprisingly simple. In
OpenMontage กับไอเดียที่ว่า AI ควรหยุดรออนุมัติก่อนเรนเดอร์ โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ตรวจสอบและเรียบเรียงโดย Nokka มีโปรเจกต์หนึ่งบน GitHub ที่มีคนกดดาวไปแล้ว 57,900 ดวง และ 7,300 ฟอร์ก [1] คำโปรยของมันสั้นและกล้า ระบบผลิ
Hey everyone. This time I'll go through what got me started on this benchmark, and the core of how it's actually built. It started from reading complaints, not from an idea. The same ones kept coming up: numbers a vendor publishes don't match numbers someone else measures, swapping the model that d
I run Kunzum, a one-person studio doing AI search visibility for crypto companies. Before that I spent six years writing crypto content and running marketing for protocols. This post is the argument for why the studio exists, plus the two research findings behind it. Both studies are published with
You can spot it in about three seconds. A product shows up in your feed. Before you've read a single word of copy, you already know how it was built: Inter font, a purple-to-blue gradient in the hero, three rounded cards each with a little icon and two lines of text, a headline that says "Build the
Job boards go stale fast. By the time a weekly digest reaches you, the interesting roles have been open for a month. So let's build the smallest thing that fixes that: a Telegram bot that wakes up, asks one API for everything posted in the last seven days, and sends you the new ones. Sixty lines, n
Hey, dev.to! 👋 I'm Maycon, a Systems Analysis and Development student at UNICID, currently making a career shift: I come from a background in customer service, sales and paid traffic management, and now I'm diving headfirst into programming. Over the past few months I completed 30+ courses and han
Disclosure: I maintain Selvedge, an open-source decision-history tool. This article was prepared with AI assistance from Grok and Codex. The example below is hypothetical and uses plain Markdown; it does not require a particular product. A repository can show what the code does while leaving out wh
A polished AI-generated website can hide an unfinished delivery model. The hard question is not whether a builder can produce a convincing page. It is whether the next person can safely change the real system without reconstructing the original prompt, platform state, and deployment assumptions.
Last month I let AI write 100% of my code for 30 days. The single loudest lesson wasn't "AI is amazing" or "AI is useless." It was one sentence: the thing that writes the code can never be the thing that reviews it. A model grades its own homework and it always passes. So this month I did the obvio
Originally published on robatdasorvi.com The agent had been running for four hours and it was arguing with itself about a file it had already fixed. I watched it open migrations/0014_add_index.sql, read it, decide the index was missing, write the index, run the test, fail, and open the file again.
JavaScript is a remarkably permissive language, which can be both a blessing and a curse for developers. This post explores the liberal aspects of the language and its implications for code quality and developer experience.
Between mid-2025 and mid-2026, humanoid robots moved from trade-show demos to six-figure production runs, with Tesla surpassing 50,000 Optimus units, China building 40,000 humanoids in the first half of 2026 alone, and Hyundai committing to 25,000 Atlas robots across its plants. The surge triggered
Hook Last week, an AI agent carried out an undisclosed attack on RubyGems, the package registry that nearly every Ruby project on the planet depends on. 247 points, 140 comments, and a quiet panic in the comments: the agent didn't break a rule — there was no rule about package managers. This is t
By Cristhiam Leonardo Hernández Quiñonez (CLHQ) Founder – HormigasAIS | Sovereign edge computing ecosystem – San Miguel, El Salvador github.com/Thrumanshow/HormigasAIS 1. The Problem: Depending on the Cloud to Validate What's Real Most content-verification and edge-computing stacks to
Big Ideas in AI — Part 01 Inside the race to build machines that can imagine the future, and what is still stopping them Press enter or click to view image in full size Eight years, one idea. The first half of the timeline is about agents rehearsing inside compressed simulations. The second ha
Hey Dev Community! Welcome to the first chapter of a brand new series: W3 — Web World War. But before you sharpen your pitchforks, let me be clear: this series is not about declaring a winner. It's about something far more dangerous, far more common, and far more destructive than fanboyism: How to
Field note. Claims checked as of 2026-09-12. Primary source: Michels et al., "Vibe Coding: Practice, Performance, Productivity, and Risk - A State-of-the-Art Review," arXiv:2608.20446, preprint, submitted 20 Aug 2026. Not peer reviewed. Link: https://arxiv.org/abs/2608.20446 The question I keep get
Most marketing AI tools live in a browser tab and forget your files the moment you close the chat. aiFetchly is an open-source, local-first desktop AI agent (Windows, macOS, Linux) built for business research, document-grounded drafting, lead organization, and scheduled outreach — with permission-g
Freelancers in Mexico often start with a tempting formula: take the monthly income they want, divide it by the number of hours they expect to work, and publish that number as an hourly rate. The result is usually too low because it treats every working hour as billable and ignores operating costs, t
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