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QWEN3.7 PREVIEW LANDS ON ARENA

Qwen3.7 Preview is now on Arena for Text and Vision. Qwen3.7 Max Preview ranks 13th overall in Text Arena, while Qwen3.7 Plus Preview ranks 16th overall in Vision Arena.

ANTHROPIC ACQUIRES SDK STARTUP STAINLESS

Anthropic acquired developer tools startup Stainless, whose SDK automation platform was widely used by AI companies, including OpenAI, Google, and Cloudflare.

CURSOR RELEASED COMPOSER 2.5

Cursor introduced Composer 2.5, an updated coding agent trained with targeted reinforcement learning, synthetic data, and new distributed training techniques.

WHAT POLITICAL CENSORSHIP LOOKS LIKE INSIDE AN LLM'S WEIGHTS

Qwen3.5-9B's political censorship is a small circuit that can be read and turned off. The factual knowledge is already in pretraining. The censorship behavior is layered on top of the facts. The model never loses the knowledge, it just learns to route around it.

AGENT EVALUATION: A DETAILED GUIDE

LLM evaluation has shifted from static benchmarks to more dynamic, real-world agent systems. Effective evaluation now requires realistic harnesses to test agents over long time horizons in complex environments. This is crucial as agents increasingly adopt high-stakes roles, such as coding and medicine, necessitating rigorous performance measurement and outcome-oriented evaluation.

GENERALIZATION DYNAMICS OF LM PRE-TRAINING

Language models (LMs) undergo unpredictable switches between parroting patterns and exhibiting adaptive intelligence during pre-training, a phenomenon termed "mode-hopping." This behavior cannot be corrected by standard optimization techniques and presents as a competition for model capacity, influenced by data from each training window. Researchers propose leveraging these dynamics to better select pre-training checkpoints, curate data for stable generalization, and evaluate metrics predicting LM behavior.

FINE-TUNING NVIDIA COSMOS PREDICT 2.5 WITH LORA/DORA FOR ROBOT VIDEO GENERATION

NVIDIA Cosmos Predict 2.5 generates videos from text, adapting for specific tasks like robot manipulation using LoRA/DoRA to inject trainable adapters, minimizing memory use. These methods offer efficient fine-tuning on a single GPU, preventing catastrophic forgetting while generating synthetic trajectories quickly. Fine-tuning with LoRA and DoRA significantly improves video quality, with LoRA more suited for tight memory conditions and DoRA preferred for addressing training instability.

HRM-TEXT

HRM-Text is a 1B text generation model based on the HRM architecture. It can be trained with 130-600x less compute and 150-900x less data than foundation models, making foundation model pretraining accessible. The 0.6B parameter version of the model can be trained on 8 H100s on a single node in about 50 hours for around $800. The 1B parameter model can be trained on 16 H100s on two nodes in about 46 hours for around $1,472.

VERA ARRIVES: NVIDIA'S FIRST CPU BUILT FOR AGENTS LANDS AT TOP AI LABS

The first Nvidia Vera CPUs recently arrived at Anthropic, OpenAI, SpaceXAI, and Oracle. They were hand-delivered by Nvidia Vice President of Hyperscale and High-Performance Computing, Ian Buck. Vera features 88 custom Nvidia-designed Olympus cores, 1.2 TB/s of memory bandwidth, and 50% faster per-core performance. It is the host processor for Vera Rubin NVL72, which pairs via second-generation Nvidia NVLink-C2C to a pair of Rubin GPUs.

JURY DISMISSES ALL CLAIMS IN ELON MUSK'S LAWSUIT AGAINST OPENAI CEO SAM ALTMAN

Elon Musk's lawsuit against Sam Altman and OpenAI has been dismissed. A jury has decided that Musk waited too long to file his lawsuit. Musk says he plans to appeal.

to make it work in real deployments. SAVE YOUR SEAT

SKILLS IN WEB, IOS, AND ANDROID

xAI launched "Skills" for Grok, allowing users to teach it functions once, which it remembers across interactions.

LLM WIKI V2

This post contains a pattern for building personal knowledge bases using LLMs.

FULLY REMOTE)

TLDR's Applied AI team is tasked with making every process at TLDR legible to code, runnable by anyone, and composable into larger workflows. Join a small, fast moving team using the latest AI tools with an unlimited token budget. Learn more [21].

TURN REPEATED INSTRUCTIONS INTO REUSABLE SKILLS IN LOVABLE

Skills in Lovable allow users to create reusable, markdown-based instructions to eliminate repetitive explanations.

INTRODUCING SCHEDULED TASKS 2.0

Scheduled Tasks 2.0 enhances automation by allowing tasks to run with context, ensuring continuity in workflows across different projects and apps.

SPOTIFY LOGO GETS A MAKEOVER, TURNS INTO A DISCO BALL

Spotify temporarily changed its iconic green logo into a disco-ball design to celebrate its 20th anniversary, triggering mixed reactions online. Some users enjoyed its playful, nostalgic break from minimalist branding, while others thought it looked messy or outdated. Alongside the redesign, Spotify launched anniversary features like “Your Party of the Year(s),” which lets users revisit their listening history, highlighting the company's growing focus on nostalgia and personalized user experiences.

NETFLIX IS BUILDING AN AI ANIMATION STUDIO

Netflix is building an internal AI animation studio called INKubator to produce short-form animated content using generative AI technology. The studio, which quietly launched in March, is staffing up with producers, engineers, and artists to create "feature-quality content" through AI-native production workflows. While initially focused on animated shorts and specials, job listings suggest Netflix plans to eventually expand into longer-form AI-generated content.

LOVABLE JUST BACKED A COMPANY THAT'S LOOKING TO BRING VIBE CODING TO HARDWARE

Lovable backed Danish hardware startup Atech in an $800,000 pre-seed round to introduce "vibe coding" to hardware creation. Atech's platform allows users to buy starter kits and describe their hardware concepts to an AI chatbot, which generates code for building working prototypes. The company aims to democratize hardware building by making it accessible to everyone, from young children to industrial applications.

WHY UX/UI DESIGN IS ONE OF THE SMARTEST CAREER CHOICES YOU CAN MAKE RIGHT NOW

UX/UI design is emerging as one of India's most in-demand careers, with a growing gap between available talent and the industry's need for skilled designers. The field goes well beyond aesthetics — trained designers research human behavior, map user journeys, and test products before launch. Senior UX designers in India now command salaries rivaling mid-level engineers. The role remains difficult to automate precisely because it requires human empathy and contextual judgment.

WHY ALL CONTENT IS FUNDAMENTALLY WORDS

Although digital content can appear as images, videos, charts, or interactive elements, accessibility often turns all of it into words through alt text, transcripts, captions, and screen readers. Clear, accessible writing is therefore the foundation of inclusive content design. Text-based HTML is the default format. Visual elements are supportive additions that can enhance understanding for some users, such as people with dyslexia or cognitive disabilities.

TWO TEAMS, ONE SHIFT: HOW AI IS REWIRING OUR PRODUCT DESIGN PROCESS

AI fundamentally changes product design by collapsing the traditional handoff process between design and engineering into a shared, prototype-first workflow where anyone can build directly in code. As AI makes execution faster and easier, designers become less focused on producing polished mockups and more valuable for providing judgment, taste, direction, and decision-making — determining which ideas are worth pursuing, when to iterate, and how to maintain coherence amid a flood of rapidly generated prototypes.

AI WEBSITE BUILDER AND WEBFLOW ALTERNATIVE

Whale Starts is an AI website builder and Webflow alternative that offers visual drag-and-drop design, real-time collaboration, and the ability to instantly clone any existing website from a URL.

BROWSER-BASED VIDEO EDITOR

Tooscut is a professional browser-based video editor that uses WebGPU and Rust/WASM to deliver near-native performance without requiring installation.

PROGRESSIVE WEB COMPONENTS

Elena is a 2.9kB progressive web component library that renders HTML and CSS first, then adds JavaScript interactivity. It focuses on accessibility, cross-framework compatibility, and avoiding common issues like layout shifts and SSR limitations.

RENOVATE WITH FIGMA (AND AI)

Use Figma to create scaled floor plans for renovation projects by setting 1 pixel equal to 1 cm in real life, allowing you to test if furniture and layouts will actually fit in your space. Enhance your plans with online vector assets from sites like Dimensions.com or iStock, and create moodboards using Figma's flexible image handling features. Generate photorealistic visualizations of your designs using AI tools like Gemini, though the results may require multiple iterations and additional editing to achieve satisfactory outcomes.

KIT STUDIO REBRANDS ST. JOHN'S COLLEGE WITH CRAFTMANSHIP

St John's College Durham introduced a new visual identity by Kit Studio that rejects the trend of stripping heritage brands down into minimalism, instead restoring detail and craftsmanship to its historic coat of arms. Following its separation from Durham University, the college wanted an identity that balanced tradition with modern usability, combining refined heraldic elements, a bold red-accented palette, a new monogram, and a standalone digital presence designed to feel both enduring and contemporary.

FORM OVER FUNCTION: HOW PRETTY DESIGN CAN HURT YOUR BUSINESS

Pretty design that prioritizes aesthetics over usability can harm businesses by creating poor user experiences and reducing conversions. When form overshadows function, websites and apps may look attractive but fail to help users accomplish their goals effectively. Successful design requires balancing visual appeal with practical functionality to serve both business objectives and user needs.

THIS ARTIST FUSES MACHINERY AND ORGANIC BIOMATTER TO CREATE IMAGINATIVE FANTASY CHARACTERS

Uzbekistan concept artist Anastasiya Landasseln creates fantasy illustrations that fuse machinery with organic biomatter, working digitally and with traditional media.

HABIB HAJALLIE'S METICULOUS BALLPOINT PEN DRAWINGS EXAMINE THE DEPTHS OF EMOTION

Habib Hajallie creates meticulous ballpoint pen drawings on antique philosophical and historical texts, exploring themes of memory, connection, and loss.

LINN FRITZ LOOKS AT THE LIGHTER SIDE OF LIFE

Linn Fritz creates playful, joy-driven illustrations and animations for brands like Apple and Nike, embracing simplicity, humor, and imagination while promoting inclusivity in the animation industry through Panimation.

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HOW GRAB IS USING AI AGENTS TO BOOST TEAM PRODUCTIVITY

Grab's data engineering team built a multi-agent system to automate the investigation work that was consuming two full days a week of senior engineers' time supporting 15,000+ tables and 1,000 monthly users. The architecture splits work by risk profile: a read-only investigation pathway with Classifier, Data, Code Search, On-call, and Summarizer agents orchestrated via LangGraph, and a more cautious write pathway with a single Enhancement Agent gated by human review.

FROM SSH TO REST: A SECURITY-DRIVEN MODERNIZATION OF SLACK'S EMR DATA PIPELINES

Slack modernized its data infrastructure by migrating over 700 data pipeline jobs from a legacy SSH-based submission model to a REST-based architecture. The previous reliance on direct SSH access to AWS EMR clusters created security vulnerabilities, operational inefficiencies like "zombie" processes, and technical debt that blocked infrastructure upgrades. By using a custom gateway called Quarry and the YARN Distributed Shell feature, the engineering team transitioned workloads into managed containers with server-side lifecycle management.

NOBODY PUSHED BACK: WHY ENGINEERS STAY SILENT UNTIL IT'S TOO LATE

Big company disasters usually happen because people are too scared to speak up about technical flaws, even when they see them coming. To stop this, teams need to ditch the fake "alignment" and actually make it safe for engineers to flag risks without worrying about their careers.

THE JOYS OF FREE CLOUDFLARE

Cloudflare's free tier provides an environment for developing functional side projects without unexpected expenses. For example, this dev's project uses Cloudflare Pages to host a custom train timetable that pulls and filters real-time data from a specialized railway API. Another project uses Cloudflare Workers and D1 SQL databases to automate the daily scraping and storage of foreign exchange volume data.

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FILES.MD

Files.md provides a private environment for managing notes, journals, and tasks using plain Markdown files stored directly on a user's device. The software runs entirely in a web browser, with features like a chat interface and a Telegram bot allowing for quick thought capturing and mobile access.

INSFORGE

InsForge is an open-source backend that helps AI agents build and ship full-stack apps with ease. It bundles tools like databases, storage, and auth into one handy platform that you can run in the cloud or on your own machine.

WE LET FOUR AIS RUN RADIO STATIONS. HERE'S WHAT HAPPENED.

The Andon FM project deployed four AI models to autonomously manage radio stations, resulting in the development of distinct personalities ranging from professional to activist. These diverging behaviors show how autonomous agents can evolve unpredictable traits when tasked with long-term business management.

THE LAST SIX MONTHS IN LLMS IN FIVE MINUTES

Between late 2025 and early 2026, AI models from leading labs reached a performance inflection point, particularly as coding agents became reliable daily tools for complex tasks. This era also marked the rise of local personal assistants and high-performance open-weight models that allow users to run cutting-edge software directly on consumer hardware.

FULLY REMOTE)

TLDR's Applied AI team is tasked with making every process at TLDR legible to code, runnable by anyone, and composable into larger workflows. Join a small, fast moving team using the latest AI tools with an unlimited token budget. Learn more [17].

FROM KUBERNETES DEV SETUP TO PRODUCTION: WHAT ACTUALLY CHANGES

Moving Kubernetes apps to production is done by focusing on repeatable delivery, safety, and observability.

LEARN HARNESS ENGINEERING

Learn Harness Engineering is a curriculum for building reliable AI coding agents through environment design, state management, and verification protocols that constrain model behavior within a closed-loop working system.

LET'S TALK ABOUT AI SLOP

To protect the integrity of open-source development from an influx of low-quality AI-generated spam, a new onboarding and whitelisting system has been implemented for certain projects to make sure only verified, legitimate contributors can interact with GitHub repositories.

YES, YOU CAN SERVE A WEBSITE FROM A $1 MICROCONTROLLER

A $1.30 8-bit microcontroller can successfully host a basic, single-URL website by using the Serial Line Internet Protocol and a WireGuard proxy to bypass hardware performance and connectivity constraints.