I just red a study I had to share with you guys. Eight months ago, the best AI agent in the world could only complete 2.5% of real freelance projects to a client-acceptable standard. Today that number is 16.1%. The Remote Labor Index tests AI agents on actual commissioned work (3D/CAD, architecture, video, web dev, and more), with every deliverable judged by human evaluators against a professional's paid output, not a benchmark score. The new leader is Anthropic's Fable 5, roughly double Opus 4.8 (8.3%) and well ahead of GPT-5.5 (6.3%). Here's the part I find reassuring: the researchers also tried replacing human evaluators with an AI judge. It overestimated the newest models' performance by up to 3x. Turns out we can't yet trust an AI to reliably judge another AI's work, human evaluation is still doing the heavy lifting. So no, humans aren't out of the loop yet. But going from 2.5% to 16.1% in under 8 months is the kind of curve that should have people paying attention, regardless of industry. Curious how others here read this: signal of what's coming, or still early enough not to worry? Source: https://safe.ai/blog/significant-increase-in-digital-labor-automation

Hello guys! Im currently pursuing my masters degree here in Salt Lake. Just started learning AI as well. Just very confused. I don’t know where to start and what to study. Any suggestions?

Right now, I'm learning Claude Code and picking up some new things, but I am confused about one point. ​Everyone says it will get better with time. Let's take a skill as an example: it is not perfect at the start, but others say it will get better with time. ​But how does that happen? Is there a specific prompt you need to input after each new thing to ensure the skill improves, or do you just ask Claude to do it? It's not only the skill, it includes other stuff as well. I'm confused here: how does Claude actually improve and learn?

Started at 50 impressions a week on LinkedIn—this week hit 1,000. The Proof Machine posting 1–3x daily in my actual voice, showing real work, building proof over time. Consistency compounds; the algorithm notices; the work speaks for itself.

I’ve been running a web agency in Canada since 2014, with a small team of 12 people. We mainly specialize in WordPress. Recently, a client asked me how to create a simple, elegant website on a very tight budget ($600...). He wanted a portfolio website. Usually, I turn down this kind of project for such a meager sum, but this time, I took on the challenge and told myself, “Yes, I can do this with Claude,” so I accepted. #Spoileralert: I succeeded in the challenge! It took me at least 2-3 hours on the screen and 1-2 hours guiding Claude from my phone with /remote-control. I know you want to see the result right now, so here it is : https://synergaiainternational.ca/ In this post, I'll tell you how I did this, if that can help. # HOW I BUILT IT If you’re a web developer or run a web agency, you probably know that when creating a website, you don’t usually jump straight into the development phase. You have to follow specific steps. These steps are as follows: 1) Analyze and document the functional requirements. 2) Consider the user experience (UX design), create a site map, and then create mockups or wireframes 3) At the same time, analyze the brand guidelines provided by the client, or create a set tailored for the web (fonts, colors, usage conventions, icons, etc.) 4) Create concrete design mockups for each page—sometimes for desktop and mobile, sometimes just a single version 5) NEXT, build the website in a development environment 6) Present to the client, make adjustments, and prepare for deployment 7 (bonus): Other elements may be added to this step, such as search engine optimization (SEO), setting up legal notices and a privacy policy, configuring analytics, and training the client on how to use the website (so they don’t break it), 8) Launch the website In short, I couldn’t just tell Claude: “Hey Claude, build me a website for my client. /goal Finish it from start to finish and do it on WordPress. Bye!”