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ClearPix engineering series · Part 21 We tested automatic watermark detection on 500 real AI-platform frames: editable-selection coverage rose from 75.8% to 95.0%. A separate 36-image human-mask evaluation still measured only 47.1% precision and 11.0% recall. Those results are not contradictory: locating a useful corner box is much easier than…
By Paragon AI MAG — Series 1, Episode 5: “How the AI Tools You Use Actually Work” Two out of three bosses say they would not hire you without AI skills — and most would pick a less experienced person who has them over a more…
Germany, United Kingdom, Ireland, Spain We’re scaling fast and staying true to what makes us different: an open-source legacy, a global collaborative culture, and a passion for meaningful work. Our team thrives in an…
In my previous post, I rewrote my LINE research-planner bot from Python + Managed Agents to Go + ADK for Go, resulting in kkdai/line-research-bot-go. The user experience is unchanged: Around the same time, DeepSeek open-sourced deepseek-ai/dsh-superagent-prototype, a "super agent" prototype built on DeepSeek Harness (DSH). I was curious what this…
Configure your Apify MCP server with Actors and tools for seamless integration with MCP clients. Data for generative AI Data for AI agents Ready-to-run tools for your AI agents and apps. Just pick one and go. Actors for any job…
Multimodal AI agents are systems that process and reason across multiple types of information at once – text, images, audio, video, documents, or structured data – and use that combined understanding to decide what to do next.…
By Rokas Remeika. Published 20 October 2026. The failure happens entirely on the backend leg between your agent worker and the realtime model provider. The WebRTC connection to the caller is perfectly healthy, which is why the room looks fine. The 1007 close code means "invalid frame payload data". The…
Follow one post from a draft branch in your repository to a live page: how the preview is drawn, what publish does, and how we check it is served. When you press Publish, your text passes through four places: your browser, our…
The router has three tools for failures, and each works at a different scope. A retry tries the same model group again, and the new pick can land on a different deployment. A fallback moves the request to a different model group.…
Once the filters have left a list of deployments that may serve a request, a strategy picks one. Routing groups let different model groups use different strategies, and sub-routers decide which model group a request should go to…
Ladybird has just made an interesting case for its independent browser engine. It has two notable improvements that make the experience of browsing the web much smoother. Two aspects of everyday browsing include scrolling through…
"Honestly, your last few PRs have been sloppy. You need to be more careful." Picture saying that in a one-on-one. You mean well. You've noticed a real problem, and you think being direct is the respectful thing to do. Now watch what happens on the other side of the table.…
Factoring using the quadratic formula is the goal of this lesson. It is closely related to solving equations using the quadratic formula. Forgetting the a in front, or a sign. When x2 = −2, the factor is x − (−2) = x + 2, not x −…
Editing files from the command line is something every Linux administrator does daily, whether it’s an SSH configuration, an Nginx virtual host, a cron job, or a systemd unit override. Most servers don’t have a desktop at all, so…