LG Monitors Push Software Through Windows Update!

In-toto: A framework to secure the integrity of software supply chains

Key Points

• in-toto is a framework for securing software supply chain integrity.
• It tracks software from initiation through end-user installation.
• It provides transparency into what steps occurred, who performed them, and in what order.

Porting nanochat to a TPU: what carries over from PyTorch, and what breaks

Key Points

• The JAX/TPU port reproduced nanochat d24 quality on the CORE benchmark, scoring 0.2695.
• Training efficiency on TPU v6e-8 remained below the original H100 setup, with about 24% MFU.
• The article links TPU performance and cost outcomes to v6e hardware traits, spot pricing, and XLA padding behavior.

Show HN: IKEA Complexity Index

Key Points

• The IKEA Complexity Index ranks selected IKEA products by assembly complexity.
• The site defines complexity as steps multiplied by total parts.
• The project is an independent fan-made site and is not affiliated with IKEA.

Quintile – keyboard N×M grid tiling for macOS

Key Points

• Quintile enables keyboard-only window tiling on arbitrary N×M grids in macOS.
• It uses the public Accessibility API only and is free, MIT-licensed, signed, and notarized.
• The app supports Homebrew, direct download, and source installation, with version v0.1.8 targeting macOS 14+ on Apple Silicon.

Show HN: Find someone in the dark – light them or light yourself? (Three.js)

Key Points

• The experiment compares a moving searchlight strategy with a stationary beacon strategy in a simplified dark-environment model.
• Preset scenarios show that mobility and visibility conditions can change which strategy performs better.
• The author explicitly says the model is a conceptual toy and not validated search-and-rescue guidance.

Waldi: A quiet place to write, and to be read

Key Points

• Waldi is a multi-tenant blogging platform with open reading and invitation-only writing at launch.
• The service guarantees initial readership for posts and removes public comments, like counts, and leaderboards.
• Its architecture uses Go, Postgres, Host-header-based routing, Tiptap, S3-compatible storage, and optional Cloudflare cache purging.

Funny item co-occurrences in 3.2M Instacart orders

Key Points

• The article uses Instacart’s 3.2 million-order dataset to study rare grocery item co-occurrences.
• Raw rarity was not useful because most possible product pairs never occur and many observed pairs occur only once.
• The author used lift to rank unexpectedly rare combinations relative to the baseline popularity of each item.

The Computer at the Bottom of a Canal

Key Points

• Linn Products developed the Rekursiv as a hardware-backed object-oriented system in the 1980s.
• The project grew out of Linn’s attempt to model factory operations with persistent software objects.
• Rekursiv used custom chips to hide raw memory addresses and enforce safety checks in hardware.

Qubes OS Security in the Public Record

Key Points

• Most Qubes public advisories in the study are attributed to upstream components rather than Qubes-core logic.
• The main structural break in the advisory series is identified at 2015 Q1, with post-2018 annual rates statistically flat.
• S-shaped vulnerability discovery models describe the data but do not significantly beat a rolling-mean baseline in short-horizon forecasts.

LG monitors silently install software through Windows Update without consent

Key Points

• Some LG monitors can trigger installation of LG Monitor App Installer through Windows Update without a consent prompt.
• Gamers Nexus said the installed app displayed McAfee subscription promotions on 31 of 32 test boots.
• Users can block device-associated app downloads in Windows, but doing so may also disable automatic installation of legitimate utility software.

Revisiting Yliluoma's ordered dither algorithm

Key Points

• The article explains Joel Yliluoma’s ordered dithering algorithm in detail and includes source code.
• It demonstrates both 1-bit Bayer-matrix dithering and a simple color dithering method based on adding structured threshold noise before palette matching.
• It identifies N-candidate methods as a more advanced approach for color dithering, especially for arbitrary palettes.

Why do AI company logos look like buttholes?

Key Points

• The article says many AI logos share circular, center-focused visual features that form a recognizable branding trend.
• OpenAI and Anthropic’s Claude are used as prominent examples, while DeepSeek and Midjourney are cited as exceptions.
• The article attributes the trend to design psychology, pareidolia, industry imitation, and committee-driven branding decisions.

What AI did to stackoverflow in a graph

Key Points

• A Stack Exchange Data Explorer query counts Stack Overflow questions by month using the `Posts` table.
• The displayed results contain 217 monthly rows beginning in July 2008.
• Visible counts rise from 4 questions in July 2008 to more than 100,000 in March 2011.

Fable 5 vs. GPT-5.6 Sol on an NP-Hard Problem: Does /goal help?

Key Points

• Claude Fable 5 achieved the best overall score on the KIRO NP-hard optimization benchmark.
• The article tests six models in plain mode and /goal mode under a fixed 30-minute budget.
• Azam concludes that /goal changes the search path and is not a consistently helpful generic improvement switch.

Steam Machine: Between 12k and 15k Units Sold per week

Key Points

• The article estimates 12,000 to 15,000 Steam Machine units sold per week at launch.
• The estimate is based on Steam’s revenue-ranked Global Top Sellers chart, not official unit disclosures.
• Counter-Strike 2 and high-ranking software titles are used as upper and lower revenue bounds.

Responsive Design Calculator

Key Points

• A small `rem` rounding bug exposed an error in the site’s responsive layout calculations.
• The author prefers a continuously adapting layout over maintaining multiple breakpoint-specific layouts.
• The final solution combines an interactive calculator with CSS functions like `min()`, `clamp()`, and `round()` to automate responsive sizing.

Is this the end of the once-mighty GoPro?

Key Points

• GoPro is reportedly relying on a $20 million founder loan while seeking a buyer.
• The company reported sharp Q1 2026 declines in revenue and unit sales.
• GoPro is restructuring, facing debt and competition, and may be taken over before 2026 ends.

Tech note: making your own V-I plots at home

Key Points

• The author sought real measured data for electronics illustrations rather than recreated diagrams.
• Semiconductor V-I plots required special handling because of low currents, thermal drift, and risk of device failure.
• A used Rohde & Schwarz NGU401 SMU with SCPI and FastLog enabled automated, high-speed data capture.

Engineering Peace

Key Points

• The article challenges the assumption in development policy that war is inevitable and only post-conflict resilience can be improved.
• It describes a shift toward evidence-based conflict research using incident-level violence data, observational analysis, and randomized field experiments.
• Findings from Iraq questioned whether unemployment drives insurgent recruitment, casting doubt on some donor-backed job creation strategies.

EU ban on destruction of unsold clothes and shoes enters into application

Key Points

• The EU ban on destroying unsold clothes, accessories and footwear starts 19 July for large companies and 2030 for medium-sized companies.
• Companies must prioritise resale, donation and reuse, while destruction is allowed only under defined exemptions with documentation.
• The policy is one of the first concrete ESPR measures and responds to estimates that 264,000 to 594,000 tonnes of textiles are destroyed annually in Europe.

Roko's Dancing Basilisk

Key Points

• DeepWiki generated nearly 30 pages of documentation for the mod_blog repository and much of it matched the codebase accurately.
• The article identifies several specific factual errors and omissions in the generated documentation, including configuration, RSS, Lua, SUID, and posthook details.
• The documentation review helped reveal two code issues in mod_blog, including one actual bug tied to file locking and caching.

British runner Josh Kerr breaks world record for mile which stood for 27 years

Key Points

• Josh Kerr broke the men’s mile world record in London.
• The previous world record had stood for 27 years.
• The record was set at the Diamond League meeting at London Stadium.

Setting up your spare Mac for Claude Code to control, a step-by-step guide

Key Points

• The guide recommends using a spare Mac with no personal data as an isolated Claude Code environment.
• It argues this approach is safer than running a high-permission agent on a main machine and more capable than a container for Mac-specific workflows.
• Initial setup steps include wiping the target Mac, creating a fresh local admin account without Apple ID, and enabling SSH access.

Our Approach to Bioresilience: Isomorphic Labs and Google DeepMind

Key Points

• Google DeepMind and Isomorphic Labs say they are combining AI safety controls with public-health applications in a joint bioresilience program.
• The initiative spans prevention, detection, and response, supported by more than 15 partnerships with governments, biosecurity organizations, and research groups.
• The article highlights AlphaFold, AlphaGenome, AlphaEvolve, Gemini, SynthID, and Isomorphic Labs’ drug design engine as core technologies in the effort.

The Fermi Paradox, Percolation, and Inbreeding

Key Points

• The article presents percolation theory as a possible explanation for why galactic colonization may remain incomplete.
• Examples using nearby stars show how limited travel range can quickly halt outward expansion.
• A cheetah genetic-bottleneck analogy is introduced as a possible biological addition to the colonization model.

Show HN: Q3Edit – Edit and play Quake 3 maps in the browser

Key Points

• Q3Edit edits and saves real Quake 3 .map files directly in the browser.
• It supports brushes, patches, entities, terrain, and a Radiant-style four-view UI.
• It uses WebAssembly versions of q3map and ioquake3 for in-browser compilation and playtesting.

GTX 1080s: Testing a Legend

Key Points

• The article revisits the GTX 1080 and GTX 1080 Ti in the context of the 2017 PC hardware market.
• It contrasts AMD’s Zen-based Ryzen 7 1800X and long-lived AM4 platform with Intel’s Core i7-8700K response.
• The GPUs are being tested on period-correct AMD and Intel systems to assess their relevance in 2026.

If You Build It, They Will Come

Key Points

• Organizing events is presented as the fastest way to join and build relationships within a community.
• The article argues that social gatherings exist because individuals do the often-overlooked work of organizing them.
• It links social alienation to an undersupply of people creating community and suggests solving that locally through direct participation.

Young adults are poor despite every metric which suggests otherwise

Key Points

• A viral Cut article used personal examples to depict millennial financial strain and intergenerational tension.
• Rob Henderson argued that standard data shows millennials are generally doing as well as previous generations.
• The article argues that rising essential costs and reduced social capital make younger adults’ economic position look better in aggregate data than it feels in practice.

Heresy

Key Points

• The article compares historical heresy rules with modern social and workplace punishment for certain opinions.
• It defines heresy as speech treated as punishable regardless of truth and disproportionately weighted against the speaker.
• It argues that the number of opinions treated this way has increased in recent decades.

No link between acetaminophen use during pregnancy and adverse birth outcomes

Key Points

• A study of more than 8,900 U.S. mother-infant pairs found no significant link between prenatal acetaminophen use and preterm birth or average birth weight.
• Researchers found no association with small-for-gestational-age birth, but did find lower odds of large-for-gestational-age birth among acetaminophen users.
• The article says the findings are reassuring but that further research on dosage, timing, and other health effects is still needed.

Goodbye, and Thanks for All the Bikesheds

Key Points

• The article is Poul-Henning Kamp’s final Bikeshed column for ACM Queue.
• It identifies LLM-assisted code reviews and age verification as two major current FOSS topics.
• It argues that the key unresolved issue for LLM code-review tools is long-term economic viability, not just technical capability.

Show HN: Get alerts for good seats at 70mm IMAX showings of The Odyssey

Key Points

• IMAXXING tracks U.S. 70mm IMAX seat maps for *The Odyssey* and alerts users when good seats open up.
• The article says *The Odyssey* is the first feature shot entirely on IMAX film and highlights the 70mm IMAX presentation format.
• The service uses seat-map geometry, rolling watch windows, accelerating checks, and optional Telegram alerts with defined data-retention rules.

REO Trucks I4 4WD Pickup Truck Starts at $21,500

Key Points

• REO says the Runabout T4X starts at $21,500 and reservations are open for a $25 refundable deposit.
• The truck is presented as a gasoline I4, mechanical-4WD pickup with manual or automatic transmission and about 600 miles per tank.
• REO targets a Q4 2026 reveal, 2027 pilot validation, and first deliveries in late 2028 or 2029.

The Kimi K3 Moment

Key Points

• The article says Kimi K3 matched Claude closely in the author’s coding tasks while costing much less.
• It reports lower API and subscription pricing for Kimi and says Claude’s lower-tier plan falls back from Fable to Opus.
• The article links these model comparisons to broader criticism of U.S. AI policy and competitiveness.

What's the deal with all the random weekly quota resets for agents lately?

Key Points

• The article reports unusually frequent weekly quota resets for OpenAI Codex in July 2026.
• It explains how 5-hour and weekly limits are used in subscription AI coding products such as Claude Code and Codex.
• The post says resets can materially affect the value users get from paid plans, especially higher-priced subscriptions.

I'm Making Strandfall, a Solarpunk Orienteering Larp

Key Points

• Strandfall is a new outdoor larp in Edinburgh built around custom solarpunk-style devices and collaborative field play.
• Its McNair-Feldman Devices use real hardware including long-range radio, GPS, sensors, ePaper, and custom enclosures.
• The creators rejected smartphones to preserve immersive, coordinated play and avoid default expectations of instant navigation and messaging.

Typing Speed Test, but for Developers

Key Points

• The article features a terminal-command typing test with timed rounds and live accuracy/WPM tracking.
• It covers many technical categories, including Git, containers, Python, networking, and OS-specific command sets.
• Public leaderboards rank top performances overall and by mode, with 135 WPM shown as the top overall 60-second result.

Speech Recognition and TTS in less than 500kb

Key Points

• Moonshine Micro brings VAD, STT, and neural TTS to microcontroller-class hardware with roughly 470 KB RAM usage.
• The RP2350 demo uses about 3.6 MiB flash and 468 KiB SRAM by sharing one TensorFlow Lite Micro arena across stages.
• The project is open source under the MIT License and includes documentation and an end-to-end voice-based Wi‑Fi setup example.

Judge a book by its first pages

Key Points

• The article offers an endless stream of free book samples for discovery.
• Readers can reveal and save books after judging them by their opening text.
• Examples include openings from *Moby-Dick*, *A Tale of Two Cities*, and *Emma*.

Hardcore IndieWeb: Run your own website 100% independently for only $0.01/day

Key Points

• Hardcore IndieWeb emphasizes local ownership of both source content and published site files.
• The article argues that exportable hosted platforms still do not provide full independence.
• Its recommended method is a simple local-authoring and file-upload workflow.

From Sawdust to Paw Patrol: The Spin Master Story (With Ronnen Harary) [audio]

Key Points

• Ronnen Harary appears on *EconTalk* to discuss his book on entrepreneurship and self-investment.
• The article identifies Spin Master as a major toy company with 2.3 billion in 2024 revenue and notes Harary’s role in creating *PAW Patrol*.
• A central theme is that risk should be evaluated not only in terms of money lost, but also in terms of time and forgone upside.

Co-evolution of self-replication and function in a digital primordial soup

Key Points

• Self-replication was allowed to emerge spontaneously rather than being hard-coded into the evolutionary system.
• Rewarding correct polynomial evaluation enabled self-replication and computation to co-evolve from random programs.
• Metabolic constraints and spatial task niches changed evolutionary outcomes by promoting conditional halting and an emergent curriculum.

Ada: An AI business intelligence software from CSV and Excel(yes LLMs but more)

Key Points

• ADA turns spreadsheet uploads into dashboards, anomaly detection, forecasts, and auditable answers to plain-English questions.
• The product emphasizes transparent, deterministic calculations and local query execution, with optional AI separated from authoritative outputs.
• ADA is presented as a free, MIT-licensed alternative to chat-with-CSV tools and traditional BI setups.

Mayor Mamdani Says Landlords Can't Use AI Images to Advertise

Key Points

• The Rental Ripoff Report recommends disclosure of AI- or digitally altered rental listings.
• The report is part of a broader tenant-protection agenda that includes tenant union recognition and stronger bargaining rights.
• Mamdani said the recommendations were informed by hearings involving 2,400 New Yorkers across the five boroughs.

Classic Amiga titles, free to download

Key Points

• The Amiga Freeware Archive offers thousands of classic Amiga titles for free download.
• The collection spans games, apps, demos, graphics, music, tools, and 14 curated libraries and compilations.
• The article highlights Fred Fish's 1986 floppy-disk software library as a major part of Amiga's pre-Internet distribution history.

AI Mania Is Eviscerating Global Decision-Making

Key Points

• The article says many organizations are advancing AI strategies without clear plans or candid internal discussion.
• It argues that incentives across the enterprise stack make reported AI success difficult to verify.
• The author reports observing no successful AI projects over roughly 18 months and says their team limited exposure accordingly.

Codex Resets

Key Points

• The tracker says Codex had 34 resets recorded, with the latest occurring yesterday.
• Recent announcements include both full resets and banked resets for Codex and ChatGPT Work users.
• The announcement log ties several resets to active-user milestones of 7M, 8M, and 9M users.

AI Bubble vs. Dot Com Crash. History Is Repeating

Key Points

• The video compares current AI market conditions with the dot-com bubble and crash.
• It highlights warning signs such as high valuations, speculative trading, insider selling, and unprofitable startups.
• It argues that real technology does not necessarily justify current market pricing.

Advances in Real Time Rendering in Games

Key Points

• The SIGGRAPH course series began in 2006 and continues through 2024.
• The program focuses on practical, state-of-the-art real-time rendering techniques for games.
• The article includes a historical event archive and points readers to YouTube for later presentations.

Popular sugar substitutes linked to faster brain aging

Key Points

• Higher total intake of seven common sugar substitutes was associated with faster cognitive decline over about eight years.
• The highest-intake group showed a 62% faster decline in overall cognition than the lowest-intake group.
• Associations were stronger in adults under 60 and in people with diabetes, and the study did not establish causation.

Transcribe.cpp

Key Points

• transcribe.cpp is a new ggml-based, cross-platform ASR inference library released as v0.1.0.
• The library supports 16 ASR families, 60+ models, multiple GPU backends, and several language bindings.
• The author says all supported models are numerically validated and WER tested against reference implementations.

Better and Cheaper Than IPTV

Key Points

• Castor extracts website video streams and casts them to TVs from the command line.
• Its extraction pipeline uses headless Chrome, network monitoring, and automated page interactions.
• DLNA/UPnP support is broad, while Docker networking limits make Linux the main viable host-network deployment option.

Harness Engineering

Key Points

• Harness engineering improves agent output by optimizing context and tools around a fixed model.
• The harness carries organizational nonfunctional requirements and local decision rules into the agent’s working environment.
• Repository structure and accumulated feedback are presented as mechanisms for making agent behavior more reliable over time.

Developing an Intuitive Sense of Scale

Key Points

• Mag World is a project for building intuition about numerical scale through magnitude-based notation.
• The article mentions a podcast effort and a February 2026 Spotify listener update.
• A browser plugin can convert webpage numbers and units into Mag World notation using a “magify” button.

AI Mania Is Eviscerating Global Decision-Making

Key Points

• The article says the author’s team has seen an extremely high failure rate among AI projects.
• It argues that many companies publicly claim AI benefits that are not supported by actual usage or outcomes.
• It describes AI belief as an internal pressure in large organizations that can influence strategy, advancement, and staffing decisions.

Mathematicians still don't know the fastest way to multiply numbers

Key Points

• The article says the standard multiplication algorithm scales as O(n²) and was long believed to be optimal.
• It explains that multiplication speed matters for many computing tasks, including encryption and AI.
• It highlights Anatoly Karatsuba’s 1960 breakthrough showing that faster-than-O(n²) multiplication is possible.

European Court Confirms Ethical Veganism Is a Protected Philosophical Belief

Key Points

• The ECHR ruled that Switzerland violated the rights of two detained vegans by not consistently providing vegan meals.
• The court confirmed ethical veganism and anti-speciesism as protected philosophical beliefs under the European human rights framework.
• The judgment found violations of Article 9 rights and the right to an effective remedy, adding to prior legal recognition in the UK and Italy.

A Visual Catalog of Retro Macintosh Software

Key Points

• The catalog organizes retro Macintosh software visually through icons.
• Hovering over icons reveals metadata including file name, country of origin, and media name.
• Links to original media are available via the about page and point to Macintosh Garden.

LLM-Integrated Multivariable Calculus Course

Key Points

• Academa lists a full multivariable calculus curriculum in English with sequential lectures.
• The course covers vectors, partial derivatives, multiple integrals, and vector calculus topics.
• The page includes lecture runtimes and course interface elements such as navigation and email signup.

FDA approves new kind of cholesterol pill

Key Points

• FDA approved Lipfendra (enlicitide), the first oral PCSK9 inhibitor for lowering LDL cholesterol.
• The drug offers a once-daily oral alternative to previously injectable-only PCSK9 therapies.
• In one pivotal trial, Lipfendra reduced LDL-C by an average of 56% at Week 24 versus placebo.

Parsoid

Key Points

• Parsoid converts MediaWiki wikitext and HTML in both directions and is central to VisualEditor workflows.
• It has been bundled with MediaWiki since version 1.35 and is planned to become the default parser in MediaWiki 1.47.
• Its internal REST API is being deprecated, with users directed to the core REST HTML page endpoint instead.

Deepsec

Key Points

• Deepsec is an AI-driven vulnerability scanner for large repositories that runs in a user’s own infrastructure.
• The tool supports resumable, parallel scanning and includes a workflow for setup, scanning, revalidation, and exporting findings.
• For production-scale scans, the article recommends Vercel AI Gateway and optional distributed execution on Vercel Sandbox microVMs.

Making Software: How to make a font

Key Points

• Digital fonts use vector outlines to define scalable glyph shapes.
• TTF and OTF are key font formats that store outlines and typographic behavior.
• Spacing, ligatures, and hinting are essential parts of how fonts render readable text.