Instagram exposes activity but hides sequence. Following lists refresh, reorder, and quietly blur timing. People notice movement yet struggle to place it in time, which turns observation into interpretation. That gap matters because timing changes meaning. A follow from yesterday carries a different weight than one from months ago, but the interface rarely helps you tell the difference. This is where tools focused on structure step in. Instead of adding speculation or interpretation, they reorganize what is already […]

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arXiv:2601.18974v1 Announce Type: new Abstract: Traffic shaping and Quality of Service (QoS) enforcement are critical for managing bandwidth, latency, and fairness in networks. These tasks often rely on low-level traffic control settings, which require manual setup and technical expertise. This paper presents an automated framework that converts high-level traffic shaping intents in natural or declarative language into valid and correct traffic control rules. To the best of our knowledge, we present the first end-to-end pipeline that ties intent […]

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Hello! I was wondering how to even start studying for RL internships and if there was the equivalent of leetcode for these sort of internships. Im unsure if these interviews build on top of a swe internship or if i need to focus on something else entirely. Any advice would be greatly appreciated! submitted by /u/ResolutionOriginal80 [link] [comments]

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In the last 6 months, I’ve helped 3 AI startups migrate from Vercel or Cloudflare to AWS Lambda. The pattern is the same: they start on a platform with great DX. Then the wall shows up: background jobs, retries, queues, cron, and eventually a “this endpoint needs 2-8 GB RAM for 4-10 minutes” workload — and they land on AWS. To be fair: Vercel and Cloudflare captured developer attention for good reasons. Vercel ships Next.js fast — previews, […]

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arXiv:2602.10219v1 Announce Type: new Abstract: Generative image steganography is a technique that conceals secret messages within generated images, without relying on pre-existing cover images. Recently, a number of diffusion model-based generative image steganography (DM-GIS) methods have been introduced, which effectively combat traditional steganalysis techniques. In this paper, we identify the key factors that influence DM-GIS security and revisit the security of existing methods. Specifically, we first provide an overview of the general pipelines of current DM-GIS methods, finding […]

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New alternatives, “understand” and “ask” buttons in Google Translate help you navigate the complexities of natural language.

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arXiv:2601.08040v1 Announce Type: new Abstract: Scientific image manipulation in biomedical publications poses a growing threat to research integrity and reproducibility. Unlike natural image forensics, biomedical forgery detection is uniquely challenging due to domain-specific artifacts, complex textures, and unstructured figure layouts. We present the first vision-language guided framework for both generating and detecting biomedical image forgeries. By combining diffusion-based synthesis with vision-language prompting, our method enables realistic and semantically controlled manipulations, including duplication, splicing, and region removal, across diverse […]

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The technical design decisions that turned a personal hobby project into 2026’s most-discussed AI agent An open-source AI agent hit 100,000 GitHub stars in under two months. That’s not hype, that’s a signal. OpenClaw (née Clawdbot, briefly Moltbot) isn’t just another chatbot wrapper. It’s a locally-deployed autonomous agent that lives in your messaging apps and executes tasks on your machine. And beneath the viral TikTok demos and space lobster memes lies an architecture worth studying. Let’s dissect it. The Problem OpenClaw […]

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