June 2026

Claude Code: From Agent to Useful Tool

Claude Code: From Agent to Useful Tool

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Claude Code is a terminal-based coding agent. It can edit files, run commands, inspect the output, and continue working based on what it sees. At first, this feels almost magical. You describe a feature, and the agent builds it. It opens files, writes code, runs tests, fixes errors, and keeps going. Then the problems start to appear: the codebase fills up with quick fixes and questionable decisions; new features break old functionality; the agent repeats the same mistakes; […]

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Crawlee for Python: Build a Web Crawling Pipeline with Robots Handling, Link Graphs, and RAG Chunk Export

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In this tutorial, we build a full Crawlee-for-Python workflow that covers environment setup, local website generation, static crawling, dynamic crawling, structured extraction, and downstream data processing. We begin by configuring a compatible Crawlee runtime with pinned Pydantic support, Playwright browser installation, persistent storage directories, and Colab-safe execution handling. We then generate a realistic local demo website containing product pages, documentation pages, blog content, internal links, robots.txt rules, JSON-LD metadata, and JavaScript-rendered catalog items. Using BeautifulSoupCrawler, we perform fast […]

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[ECCV 2026] Paper Decision Appeals Discussion [D]

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With the release of meta-reviews, ECCV sent out a google form for dissatisfied authors to submit an appeal for the following reasons: Policy errors, e.g., reviewers or Area Chairs applied a policy that does not exist, or reviewers or Area Chairs applied policies that are not applicable for the contribution type of the paper; Clerical errors, e.g., it is clear from the meta-review that an Area Chair intended to accept a paper but the paper was rejected; and […]

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Guardian Angels: LLM Personalization for Productivity and Security

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Powerful LLMs will be deployed at global scale in the next few years, and will dominate the Internet, and increasingly, ordinary life. As of mid-2026, there is no coherent vision for how knowledge professionals, or ordinary people, will be able to harness these LLMs for large productivity increases, or how they will handle cybersecurity and cognitive security. I propose a goal of creating Guardian Angels (GA): digital twin LLMs which are personalized with the goal of providing not […]

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An Update on Matrix Recurrent Units, an Attention Alternative [R]

An Update on Matrix Recurrent Units, an Attention Alternative [R]

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I recently revisited my matrix recurrent units algorithm (the MRU), a novel linear-time sequence architecture I created as an alternative to attention. I explain it in depth at the repo, but the gist is the MRU works by transforming the embedding into an input state matrix, cumulatively multiplying the matrices across the sequence dimension to get the output state matrix, and then transforming the matrices back into a vector. In order to make the MRU efficient on DL […]

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Trump admin’s coal investments assist plants with repeated violations

Trump admin’s coal investments assist plants with repeated violations

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In 2023, after years of pollution, equipment failures, and health concerns, the Cumberland Fossil Plant in Tennessee was slated to close within the decade. The coal-fired plant had been part of a multibillion-dollar settlement in 2011 after its operator, the Tennessee Valley Authority, failed to install pollution control technology a decade earlier. Regulators cited the plant for more air-pollution violations in 2017 and 2023. TVA said it would shutter Cumberland’s units in 2026 and 2028. Then the Trump […]

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EMA on LoRA ? [R]

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Hi guys Does anyone know of papers where EMA on LoRA adapters has been used successfully? Im interested in cases where the EMA adapter acts as a self-teacher generating soft labels for the trainable adapter. On-policy self-distillation [1] uses ema for the teacher. However, they seem to fully fine-tune. Any empirical results showing the idea is working on lora/ left models? [1] https://arxiv.org/abs/2601.19897 submitted by /u/South-Conference-395 [link] [comments]

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A slightly improved DVD-JEPA demo [P]

A slightly improved DVD-JEPA demo [P]

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Hey! I came across this post, which I found quite neat as a minimal demonstration of JEPA. However, as the comments pointed out, there was some room for improvement. So I added a few things such as environment noise and a fair* comparison to a pixel-space baseline. I think the inclusion of environment noise is pretty key, as LeCun himself has stated often and clearly that one of the key motivating factors for JEPA is its ability to […]

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