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OpenMontage กับไอเดียที่ว่า AI ควรหยุดรออนุมัติก่อนเรนเดอร์
17+ min ago (3412+ words) 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 ระบบผลิตวิดีโอแบบ…...
I Sell Memory APIs. I'm Also Building the Benchmark. Here's How I'm Trying Not to Rig It.
23+ min ago (795+ words) Hey everyone. This time I'll go through what got me started on this benchmark, and the core of how it's actually built. All numbers below are from the current build. Nothing is final yet, so some of them will have…...
Your crypto product is invisible to AI search, and your docs are the reason
24+ min ago (627+ words) I asked five AI engines 40 questions real people ask about money. Across 360 unprompted answers, crypto was named as a usable option six times. Here is the data, the method, and what it means if you ship crypto software. Tagged with…...
The Purple Gradient Problem: Why AI UI All Looks Alike (and How to Fix It)
30+ min ago (799+ words) You can spot it in about three seconds. There's even an origin story. In August 2025, Adam Wathan — the creator of Tailwind CSS — posted a half-serious apology on X that got over a million views. He was sorry, he said, for…...
My journey into tech: from traffic manager to future developer
27+ min ago (22+ words) Hey, dev.to! 👋 I'm Maycon, a Systems Analysis and Development student at UNICID, currently making a... Tagged with career, learning, python....
Context Window Management for Long-Running AI Agents: 4 Patterns That Work
50+ min ago (650+ words) The agent had been running for four hours and it was arguing with itself about a file it had already fixed. For years I'd thought about context window management as a packing problem. How do I fit more in. That…...
A Telegram job alert bot in 60 lines of Python, on live ATS data
39+ min ago (456+ words) 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…...
I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes.
59+ min ago (905+ words) 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…...
AI Website Handoffs: When a Prototype Needs a Real Code Boundary
56+ min ago (332+ words) 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,…...
Record why an approach was rejected—and when to revisit it
54+ min ago (564+ words) 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…...