Russia is launching large-scale initiatives to develop domestic AI talent and mitigate brain drain caused by sanctions. Meanwhile, Signal’s president warns that new child safety efforts risk enabling mass surveillance and undermining encryption. Additionally, the UK government plans to boost public service news visibility on social media, as PC makers like HP eye alternative chips due to soaring DRAM prices.
🤖 AI & Automation
Russia seeks homegrown AI talent amid hardware shortages and brain drain
Russia is launching large-scale initiatives, including new university faculties and national commissions, to develop domestic AI talent and mitigate the brain drain caused by the invasion of Ukraine. However, these efforts face significant obstacles from limited access to essential hardware due to international sanctions and low domestic production capacity.
Lighthouse agentic browsing scoring
Lighthouse has introduced the Agentic Browsing category to assess a website’s compatibility with AI agents through audits of WebMCP integration, accessibility tree integrity, and layout stability. Rather than using a standard 0-100 score, this category provides fractional scores and pass/fail statuses to offer actionable signals regarding machine interaction readiness.
- Lighthouse agentic browsing scoring — developer.chrome.com
Meet Alice. Alice is impatient
The article explains how the inspection paradox creates a discrepancy between service provider metrics and actual user experience regarding latency and outage durations. Because users measure time continuously rather than per event, long-duration tail events disproportionately inflate their perceived averages compared to reported means.
- Meet Alice. Alice is impatient — brooker.co.za
LLMs Are Complicated Now
Modern LLM architectures are becoming increasingly complex as researchers strive to balance expanded capabilities with inference efficiency. To support rapid research iteration, the author argues that model designs must prioritize upfront composability rather than relying on manual optimizations or AI-generated kernels.
- LLMs Are Complicated Now — ianbarber.blog
We built a lab to evaluate data agents – Hex
Hex has developed “The Shoebox,” a custom infrastructure designed to evaluate the performance of data agents within the complex domain of data analytics. The platform facilitates pairwise experiments by comparing new candidate runs against established production baselines to ensure consistent results across different models and prompts.
- We built a lab to evaluate data agents – Hex — hex.tech
Speculation Is All You Need
New state-of-the-art DFlash speculators have been released for various Qwen models, delivering an additional 5–20% speedup across diverse workloads. The authors argue that speculative decoding offers more impactful and scalable performance gains than traditional kernel optimization by leveraging machine learning rather than manual engineering.
- Speculation Is All You Need — modal.com
Hey, N00B, We Didn’t Hire You to Complete Tasks
Junior engineers are advised to prioritize long-term professional growth and potential over the sheer quantity of tasks completed. To succeed, new hires should focus on delivering functional code and clear communication while avoiding behaviors that create additional workload for senior colleagues.
- Hey, N00B, We Didn’t Hire You to Complete Tasks — newsletter.kentbeck.com
Britain sending Ukraine an extra 30,000 drones – now 150,000 all up
Britain has announced a £752M aid package for Ukraine, which includes 30,000 additional drones alongside missiles and radars. The news also highlights various recent developments and security concerns within the AI, cybersecurity, and open-source software sectors.
- Britain sending Ukraine an extra 30,000 drones – now 150,000 all up — theregister.com
💻 Software & Web
VLC developer’s Kyber raises $5M led by Lightspeed for low-latency remote device control SDK
Paris-based startup Kyber, founded by VLC lead developer Jean-Baptiste Kempf, has raised $5 million in a funding round led by Lightspeed. The company provides a low-latency SDK designed for the real-time remote control of devices such as robots and drones, aiming to support the growing infrastructure needs of physical AI.
- VLC developer’s Kyber raises $5M led by Lightspeed for low-latency remote device control SDK — techcrunch.com
Reverse Engineering the Qualcomm NPU Compiler
By reverse-engineering the Qualcomm QNPU SDK, researchers uncovered undocumented details regarding how its compiler manages VTCM memory placement and optimizes model weight precision. The study also identified a hidden analytical simulator called Hextimate, which can help developers predict and prevent costly data spills between on-chip and DDR memory during edge deployment.
- Reverse Engineering the Qualcomm NPU Compiler — datavorous.github.io
Managing types across Dropshot API versions (Oxide RFD 619)
Oxide RFD 619 provides prescriptive guidance for organizing published types within Dropshot HTTP APIs to streamline server-side versioning updates. The proposal aims to minimize developer burden by establishing principles for intuitive code organization and self-contained type conversions.
- Managing types across Dropshot API versions (Oxide RFD 619) — rfd.shared.oxide.computer
XLibre XServer 25.2 Released
XLibre XServer version 25.2.0 has been released, featuring a significant refactor of the glamor_egl architecture to enhance support for proprietary Nvidia drivers. The update also introduces substantial improvements to the kdrive and Xfbdev subsystems alongside nearly 1,000 bug fixes.
- XLibre XServer 25.2 released — github.com
UHF X11: X11 built for VisionOS and Apple Vision Pro
UHF X11 is an X11 display server for Apple Vision Pro that transforms X11 top-level windows into individual spatial windows within visionOS. The software supports remote connections via standard X11 TCP and features retro visual presets, such as CRT scanlines, to emulate classic displays.
CSSQuake
The provided text outlines the gameplay controls and configuration settings for CSSQuake. It details player movement, combat actions, menu navigation, and various visual or debug options available in the game.
- CSSQuake — cssquake.com
I Stored a Website in a Favicon
An author has demonstrated a method to embed HTML content within a website’s favicon by encoding bytes directly into the RGB color channels of its pixels. Using JavaScript and the Canvas API, this hidden payload can be extracted and reconstructed from even an extremely small 9x9 pixel image.
- I Stored a Website in a Favicon — timwehrle.de
Stocks Porfolio in a URL and Favicon
This web-based stock portfolio tracker allows users to manage holdings via a shareable URL without requiring any logins or downloads. Utilizing Yahoo Finance data, the tool provides real-time updates and features an updating browser favicon that visually displays performance through mini bar charts.
- Stocks Porfolio in a URL and Favicon — stocksreader.com
Cirrus: ATProto Personal Data Server That Runs on Cloudflare Workers
Cirrus is an experimental, single-user Personal Data Server (PDS) for the AT Protocol that utilizes Cloudflare Workers, Durable Objects, and R2 to provide data sovereignty. The implementation allows users to maintain independence from platform changes by hosting their own Bluesky data with support for repository operations, federation, and account migration.
🔒 Security & Privacy
Signal’s Meredith Whittaker: Child safety efforts risk mass surveillance and weak encryption
Meredith Whittaker, president of the Signal Foundation, warns that initiatives aimed at improving online child safety risk enabling mass surveillance and undermining private communication. She emphasizes that Signal would rather exit specific markets than compromise its commitment to end-to-end encryption.
- Signal’s Meredith Whittaker: Child safety efforts risk mass surveillance and weak encryption — bloomberg.com
Lithuanian startup launches open-source network to detect Shahed-type drones
The Lithuanian startup Mainline has launched “Drone Rada,” an open-source acoustic system that uses unused Android smartphones to detect Shahed-type drones. By aggregating audio data from volunteer devices, the initiative aims to establish a large-scale monitoring network across the Baltic states and Poland to enhance regional security.
Satellite reveals immense scale of GPS signal tampering
The experimental Pulsar-0 satellite has revealed widespread and unexpectedly large-scale GPS signal jamming across Europe and the Middle East. The findings indicate that even low Earth orbit satellites are vulnerable to such signal degradation, which could compromise critical global positioning and navigation operations.
⚙️ Hardware & Infrastructure
PC makers, including HP, eye CXMT memory chips for Asia amid soaring DRAM prices
PC manufacturers, including HP, are exploring the use of CXMT’s memory chips for products bound for Asia as DRAM prices continue to soar. The price surge is driven by major suppliers prioritizing capacity for the fast-growing artificial intelligence industry, which has tightened the supply available for consumer electronics.
16-year-old SATA II SSD survives 1 petabyte of writes, 25x the drive’s rating
A 16-year-old SanDisk P4 SSD successfully survived an experiment involving one petabyte of data writes, exceeding its original 40 TBW endurance rating by 25 times. The test demonstrates that manufacturer-specified TBW limits are conservative warranty guidelines rather than definitive indicators of hardware failure.
Where to Find the Colors Your Screen Can’t Show You
Digital screens are unable to reproduce certain real-world colors, such as intense cyans, because they cannot replicate the full range of human color perception. This limitation exists because digital displays use primary colors that only cover a small portion of the visible spectrum’s gamut.
- Where to Find the Colors Your Screen Can’t Show You — moultano.wordpress.com
🌍 Policy & Society
UK govt to consult on making public service news more prominent on social media and video platforms
The UK government is expected to begin consultations this month on new regulations aimed at increasing the prominence of public service news on social media and video platforms. The proposed move could spark further conflict with major tech companies, such as Meta and YouTube, regarding online content visibility and misinformation.
- UK govt to consult on making public service news more prominent on social media and video platforms — ft.com
Roblox CEO Dave Baszucki on ad revenue and “everything apps” | Conversations with Tyler
In an interview with Tyler Cowen, Roblox CEO Dave Baszucki discusses the platform’s focus on user-generated content and its early decision to avoid prioritizing advertising revenue. The conversation also explores competition within the gaming industry, the evolution of digital economies, and the potential for large platforms to become “everything apps.”
- Roblox CEO Dave Baszucki on ad revenue and “everything apps” | Conversations with Tyler — conversationswithtyler.com
Town Square, the community deserves connection
Town Square has introduced several updates, including enhanced customization options, an improved mobile experience, and a dedicated landing page. The most significant addition is a live map that displays connections between verified cities, message density, and real-time visitors, accompanied by a new terrain editor.
- Town Square, the community deserves connection — cauenapier.com
The cube, the epicycles and the human face
This project utilizes epicycle constructions on the three faces of a cube to reconstruct a human face in three-dimensional space. The method works by calculating Fourier coefficients for various 2D surface projections and combining their endpoints to determine precise 3D coordinates.
- The cube, the epicycles and the human face — andreinc.net
What has (can) the EU Cyber Resilience Act done (do) for you?
The EU Cyber Resilience Act is set to fully enter into force by December 2027, requiring suppliers of digital products to provide transparency regarding all components and dependencies to obtain a CE mark. This legislation forms part of a broader regulatory framework, including GDPR and NIS2, aimed at enhancing cybersecurity and digital resilience within the European Union.
Designing a backyard deck for my house
After being unable to find an affordable contractor to address a hazardous back door, the author decided to design their own backyard deck. The article details the process of creating technical drawings for building permits using drafting skills learned in high school.
- Designing a backyard deck for my house — blog.cosmin.cloud
How to lose a war in three easy steps
The provided text outlines various subscription and membership options for accessing Financial Times digital and print content. It features promotional offers and trial periods specifically tied to an article titled “How to lose a war in three easy steps.”
How to feed a dictator
The documentary How to Feed a Dictator follows five private chefs as they recount their experiences preparing meals for notorious historical figures, including Pol Pot, Kim Jong-il, and Idi Amin. The film explores the intense moral dilemmas and personal dangers faced by those navigating the line between professional luxury and complicity in tyranny.
- How to feed a dictator — theguardian.com
A record 242 US cities now have starter homes that cost $1M
The number of U.S. cities with starter homes valued at $1 million or more has reached a record 242, nearly tripling since early 2020. Driven by pandemic-era housing shortages, this trend is expanding beyond coastal regions into the Northeast, with New York and New Jersey seeing the fastest growth.
- A record 242 US cities now have starter homes that cost $1M — investors.zillowgroup.com
EU won’t force publishers to grant dead video games an afterlife
The European Commission has declined to mandate that video game publishers provide ways to keep games playable after official support ends. Instead, the commission is favoring an industry code of conduct over legal obligations, representing a setback for the “Stop Killing Games” campaign.
- EU won’t force publishers to grant dead video games an afterlife — theregister.com