নিজের কম্পিউটারে এআই মডেল চালানো: কার জন্য, আর কার জন্য নয়
নিজের পিসিতে এআই মডেল চালানো এখন কঠিন নয়। কিন্তু সবার জন্য এটা ঠিক সিদ্ধান্তও নয়। র্যাম, কোন মডেল, আর কখন এপিআই বেশি লাভজনক — সব হিসাবসহ।
আপওয়ার্কে বিড করার আগে ক্লায়েন্ট যাচাই করবেন যেভাবে
বেশিরভাগ ফ্রিল্যান্সার প্রপোজাল লেখায় সময় দেন, ক্লায়েন্ট যাচাইয়ে দেন না। অথচ কানেক্ট নষ্ট হয় খারাপ ক্লায়েন্টের পেছনেই। বিড করার আগে ৬০ সেকেন্ডের যে চেকলিস্ট আমি মেনে চলি।
Local LLMs are a VRAM problem, not a model problem
Which model you pick matters far less than whether it fits in memory. The arithmetic for sizing a local model, what quantisation actually costs you, and when running it locally is the wrong call.
- AI | Automation
The n8n workflow that turns a finished course video into everything around it
Transcript, chapter markers, description, and filing, all triggered by dropping an export into a folder. Self-hosted n8n, a local model through Ollama, and no per-video API cost.
Exposing Home Assistant without opening a port: Cloudflare Tunnel plus Access
Port forwarding puts your smart home on the public internet. A Cloudflare Tunnel plus an Access policy gives you remote control with no inbound ports, no dynamic DNS, and a login in front of everything.
A million tokens of context changed less about coding than the price cut did
Frontier models hit one million tokens of context and dropped eighty percent in price in the same stretch of 2026. Only one of those actually changed how I work day to day.
WordPress 6.9 shipped an API for letting AI agents operate your site. Here is the code, and the risk.
The Abilities API gives plugins a standard way to expose functions that AI agents can discover and execute. Registering one takes about fifteen lines. Securing it takes more thought than that.
Camtasia 2026 AI features: what saves real time on a course edit, and what is demo-ware
Text-based editing, one-click noise removal, the Rev Zoom workflow, and Snagit-to-training-video. Which of Camtasia 2026’s AI features hold up on a real course edit, and where Descript still wins.
AI video editing is the fastest growing category on Upwork. That is not the good news it sounds like.
Upwork’s 2026 index puts AI video generation and editing at 329 percent growth, the fastest of any category. Volume is up and rates are down at the same time. Here is what that actually means for how you position.
