Microsoft Locks 20 Years of AI Power!

Deno Desktop

Key Points

• Deno desktop packages Deno apps into standalone desktop binaries and is currently available in Deno v2.9.0 canary.
• It supports both system webview and bundled CEF backends, with auto-detection for major web frameworks.
• The platform includes cross-compilation, in-process bindings, and built-in auto-update and desktop integration features.

Lisp in the Rust Type System

Key Points

• The project implements Lisp semantics in Rust’s trait-based type system.
• Supported features include recursion, lexical/global environments, `apply`, and `call/ec`.
• The implementation has explicit constraints, including manual symbol declaration and bounded non-negative numbers.

GLM 5.2 vs. Opus

Key Points

• GLM-5.2 is an open-weights MIT-licensed model from Z.ai aimed at long-horizon coding-agent tasks.
• The article says GLM-5.2 is cheaper than Claude Opus and can be self-hosted using common serving frameworks.
• Benchmark and independent results presented in the article show competitive performance, while the article cautions against over-reading hype-driven demos.

Codex logging bug may write TBs to local SSDs

Key Points

• The article attributes heavy SSD write activity to Codex logging into a local SQLite database.
• TRACE logs and OpenTelemetry mirror logs are identified as the dominant sources of retained log bytes.
• A short sampling window showed over 36,000 new rows in 15 seconds, suggesting substantial write amplification.

Munich 1991: The Roots of the Current AI Boom

Key Points

• The article links the current AI boom to research published in Munich in 1991.
• It attributes several foundational deep learning techniques to Jürgen Schmidhuber’s Technical University Munich lab.
• David Ha connects those earlier ideas to later work on World Models and current research at Sakana AI.

My 1992 view of the problems of computer programming in 1992

Key Points

• IBM’s historical investment in FORTRAN H illustrates how difficult compiler construction once was.
• By 1992, the author argues, compiler-writing had become comparatively easy and well understood.
• The article says software’s main bottlenecks had shifted from compiler quality to programming methods and language limitations.

Luis Alvarez's Journey from Hiroshima to the Death of the Dinosaurs

Key Points

• Alvarez experimentally confirmed uranium fission in Berkeley in 1939 after Oppenheimer initially doubted it.
• The Manhattan Project shaped Alvarez and Oppenheimer very differently in their later careers.
• Alvarez later applied physics methods to questions ranging from the Kennedy assassination to dinosaur extinction and pyramid exploration.

Investors get real-time view of UK bond market activity for the first time

Key Points

• The UK launched a bond consolidated tape that provides a single real-time view of in-scope bond trading data.
• ETS Connect UK operates the service under a five-year contract, with FCA supervision and 98% initial market coverage.
• The launch follows December 2025 transparency reforms that significantly increased real-time reporting of UK bond trades.

Use AI for reviewing code especially when the diff is huge

Key Points

• The article recommends AI-assisted review for very large code diffs to reduce human review bottlenecks.
• Human reviewers are described as most valuable when adding codebase-specific and architectural context.
• The article says this approach may not fit domains like embedded systems where every line is critical.

Writing Postcards with a 3D Printer

Key Points

• A spring-loaded 3D-printed adapter let an Elegoo Neptune 4 Plus hold and use a ballpoint pen for writing.
• Inkscape, Hershey Text, and svg2gcode were used to turn typed text into plotter-ready G-code.
• A custom WebSocket G-code streamer was built to bypass automatic Z-axis homing and enable successful writing.

LLMs do not merely reflect the bias of their training, they police it

Key Points

• A Zenodo preprint claims LLMs can enter a reproducible “False-Correction Loop” when corrected about unseen documents.
• The reported case study says an anonymized frontier model fabricated citations, page numbers, DOI data, and quotations about an external PDF.
• The article says the preprint also describes a prestige-sensitive bias in which institutional sources are accepted more readily than independent work.

UTFS: A Tar-Like File System for Embedded Systems (2025)

Key Points

• UTFS is introduced as a small tar-like file system for embedded non-volatile storage.
• The article argues that fixed global C structs tightly couple firmware logic to storage layout.
• It presents UTFS as a way to support changing data size and placement without losing stored information.

Manticore Search 27.1.5: Auth, sharding, conversational and faster vector search

Key Points

• Manticore Search 27.1.5 adds auth/authz, sharded tables, conversational search, and vector-search performance improvements.
• Upgrade notes warn about staged auth rollout, changed replication storage layout, and the need to upgrade MCL with the daemon.
• Conversational search and multithreaded HNSW improvements build on Manticore’s existing vector-table capabilities.

Why Drawing Tablet Brands Won't Collaborate on Linux Floss Drivers

Key Points

• The author shifted from manual tablet review-driven driver support to trying direct vendor collaboration on Linux drivers.
• Gaomon rejected participation, citing concern that the relevant repositories appear Wacom-led.
• The article identifies Wacom-branded repository names as a barrier to broader multi-vendor Linux tablet support.

window.showDirectoryPicker opens up a whole new world

Key Points

• Chrome’s window.showDirectoryPicker() lets websites access user-approved local directories for file read/write operations.
• The article demonstrates local-first browser app ideas through AI-generated photo and compositing prototypes.
• The author connects this capability to broader opportunities for browser-based creative tools, including WebGPU video editors.

Becoming a dad changes men's brains

Key Points

• Research cited in the article links fatherhood to measurable brain changes associated with caregiving.
• The article says some of these neural changes appear to come from caregiving itself, not only from pregnancy-related biology.
• It reports that paternal postnatal depression and anxiety can affect up to one in 10 men and are often underdetected by current screening practices.

Maria Isabel Sánchez Vegara on Her 100th "Little People, Big Dreams" Book

Key Points

• The 100th Little People, BIG DREAMS book is about Vanessa Nakate.
• The series has sold over 7.5 million copies and is published in more than twenty languages.
• Sánchez Vegara says she launched the series in 2014 after identifying a gap in empowering biographies for children.

Pledging Another $400k to the Zig Software Foundation

Key Points

• A new $400,000 pledge raises the family’s total pledged support for the Zig Software Foundation to $700,000.
• The article credits Zig’s technical progress and community philosophy as major reasons for the support.
• The author says Zig enabled the creation of Ghostty, making the language directly important to their work.

Never Give Them Your Face

Key Points

• The article says age-assurance policies are becoming broad identity checks based on IDs and facial scans.
• It argues that these systems collect sensitive personal and biometric data that may be exposed in breaches.
• The article says minors can often bypass age gates, undermining the systems’ stated purpose.

Show HN: Got sick of ads, so I made my own logic puzzle site

Key Points

• The site offers multiple ad-free logic puzzle types with a different featured game each day.
• Users can try one puzzle at each difficulty in every category without creating an account.
• Free accounts add progress and profile features, while one-time purchases unlock full puzzle catalogs with no subscription.

Nvidia Halos

Key Points

• NVIDIA Halos is presented as a full-stack safety system for physical AI and autonomous vehicles.
• The article emphasizes that Level 4 autonomy requires both technical capability and a verifiable safety case.
• Safety discussions in the article span passenger vehicles, warehouse robots, deployment practices, and regulatory compliance.

Die analysis of the 8087 math coprocessor's fast bit shifter

Key Points

• The article examines the Intel 8087 die and focuses on its fast shifter circuitry.
• The 8087’s floating-point design, developed with William Kahan, influenced the IEEE 754 standard.
• Its two-stage barrel shifter enables 0-63-bit shifts efficiently for core floating-point operations.

Moebius: 0.2B image inpainting model with 10B-level performance

Key Points

• Moebius is a 0.22B-parameter image inpainting model positioned against 10B-class systems.
• The method combines a redesigned diffusion backbone with latent-space adaptive distillation.
• The paper reports under-2% parameter usage versus FLUX.1-Fill-Dev and over 15× faster inference while maintaining competitive quality.

Chevron signs 20-year power agreement with Microsoft for West Texas data center

Key Points

• Chevron signed a 20-year agreement to supply dedicated power to a Microsoft data center in West Texas through Project Kilby.
• Project Kilby is expected to provide about 2.67 gigawatts of phased capacity using GE Vernova and Solar Turbines equipment.
• Chevron expects a final investment decision by the end of 2026 and first power delivery in 2028.

Granularity comes at a cost – Game Theory

Key Points

• The article argues that granularity in strategic systems can impose costs as well as benefits.
• A cited Nasdaq example says very small tick sizes can weaken liquidity-provider incentives when spreads are many ticks wide.
• An anonymized NYC sports-court booking system is used to show how finer time-slot options can create strategic opportunities.

Claude Code's "extended thinking" is a summary- not authentic thinking

Key Points

• Claude Code local session files reportedly contain signature blocks instead of readable full reasoning text.
• The article says Anthropic’s API exposes a summary of reasoning, while full thinking output requires an enterprise agreement.
• The article argues that users should not treat local reasoning logs as a complete audit trail of agent logic.

I built Ponytrail, a local audit trail for AI coding-agent edits

Key Points

• Ponytrail records local snapshots explaining AI coding-agent file changes and supports rollback.
• The tool stores history in `.pony-trail/` and provides tree, detailed, session, and JSON history views.
• Revert operations support dry runs, approval prompts, and restoration of pre-change file states.

Git is forever. I'm building Oak anyways

Key Points

• Oak is a new version control system from Zach Geier built for AI-agent workflows.
• Geier previously built Jam, an earlier version control project that was sold before the acquiring company shut down.
• Oak is early-stage but already supports self-hosting and Git export, and Geier says it has been used internally without a Git backup for months.

Nintendo Wii U games running from a 1980's Bernoulli disk [video]

Key Points

• The video tests a 1980s Bernoulli drive with a Nintendo Wii U.
• Its stated goal is to see whether the Wii U can recognize the legacy drive and run games from it.
• The upload appears on the *Will It Work?* channel alongside similar console and media experiments.

Show HN: I rebuilt the only parts of my IDE I use, in Rust, over a weekend

Key Points

• Kyde is a Rust-built native Git client and editor focused on commit and diff workflows.
• The app emphasizes performance, including native GPU rendering and smooth handling of large files.
• It combines Git operations, code editing, tree-sitter highlighting, search, preview tools, and configurable keymaps in a cross-platform desktop app.

Charge Robotics (YC S21) Is Hiring Software and Hardware Engineers

Key Points

• Charge Robotics is advertising 10 open full-time, on-site roles.
• Most positions are based at the company's San Leandro headquarters, with some field-based roles.
• The openings emphasize engineering, manufacturing, robotics software, and solar field operations.

UUID: NewV7() always generates a UUID with 7000 on browsers (Golang)

Key Points

• `uuid.NewV7()` is reported to always generate a `7000` segment on browsers.
• The issue was reproduced with `GOOS=js GOARCH=wasm` using `go1.27rc1`.
• The expected behavior is that part of the UUID should contain random bytes, not a fixed value.

DisplayMate

Key Points

• DisplayMate positions itself as a provider of display calibration, testing, and optimization tools for many screen types.
• The article says its products include proprietary test patterns and expert guidance to improve image quality and accuracy.
• DisplayMate claims broad professional adoption and offers lab testing and consulting for device manufacturers.

Blogger Defeats Photographer's Copyright Claim-Sokolskyfilm vs. Messiah

Key Points

• A court dismissed copyright infringement claims over a 2009 blog use of the Parker Train Photo on fair use grounds.
• The plaintiff sued in 2025 after discovering the image on Messiah’s blog and later site transfer.
• The article emphasizes the court’s findings on transformation, lack of proven commercial benefit, and differing market purpose.

A Theory of Why Prompt Injection Works

Key Points

• The article attributes prompt injection to how LLMs perceive role labels in a single text stream.
• It explains that models receive system prompts, user input, tool outputs, and prior text as one continuous sequence.
• It argues that role tags are a key control mechanism and have accumulated multiple functions that shape model behavior.

The Optimal Amount of Slop Is Non-Zero

Key Points

• The article argues that code review rigor should increase or decrease based on risk.
• It warns that LLM-generated code can appear correct while still having poor internal quality.
• Claude Code is cited as useful for producing working code, but not consistently high-quality code.

Steam Machine

Key Points

• Steam Machine is described as a compact gaming PC with access to a user's full Steam library.
• The system is said to use a gaming-optimized OS with fast suspend/resume and cloud saves.
• It claims 4K 60 FPS gaming with FSR on semi-custom AMD desktop-class hardware.

Steam Machine Game Testing

Key Points

• The article presents the Steam Machine as Valve’s latest SteamOS-based Linux gaming device.
• Its compact “GabeCube” design includes a removable magnetic front plate and showcased customization options.
• The CPU is described as adequate, but the article argues the RDNA3 graphics hardware feels outdated for 2026.

Show HN: Selector Forge – browser extension for AI-generated resilient selectors

Key Points

• Selector Forge generates CSS or XPath selectors and re-verifies them against the live DOM before displaying results.
• The tool supports both single-element and repeating-list selection workflows.
• The project includes documented development, packaging, and multi-layer testing workflows with Vitest and Playwright.

Tata Electronics cyber breach claiming to expose Apple, Tesla trade secrets

Key Points

• Tata Electronics disclosed a recent cybersecurity incident but said operations were unaffected.
• Researchers said World Leaks posted over 200,000 alleged Tata files on the dark web, including purported Apple and Tesla documents.
• Apple was investigating the incident, and a source told Reuters Tata had received a ransom demand.

My Mathematical Regression

Key Points

• The author found an old Project Euler solution file that solved Problem 15 without code.
• The old note identified the lattice-path pattern as **(2n choose n)** using small-grid examples.
• The computed number of paths for a 20x20 grid was **137846528820**.

Mexico Just Showed Off a New Cheap, Government-Backed EV

Key Points

• Mexico unveiled the low-cost Olinia Uno EV prototype, with a projected price of about $8,500 and launch planned for next summer.
• The urban-focused vehicle offers up to 125 km of range, charges from household outlets, and is tied to a planned 2,000-station charging rollout.
• The project is part of Plan México and is framed within broader North American EV competition, tariffs, and trade policy.

Finding the Best Dog Treat with Statistics

Key Points

• The article uses the Bradley-Terry model to rank dog treats from pairwise choices made by a Greyhound.
• It explains the relationship between Bradley-Terry and Elo ratings, including Elo’s incremental update mechanism.
• The experiment tests five named dog treats using a standardized daily choice routine.

How it feels to practice for IOAI in Iran

Key Points

• A student in Iran describes preparing for a newly introduced AI Olympiad and finding its content centered on statistics, probability, and calculus.
• The writer advanced past the first exam after initially thinking their performance was weak and then increased study time substantially.
• Telegram-based prep courses with varying prices and discount offers were part of the writer’s preparation environment.

Linux and Secure Boot certificate expiration

Key Points

• The Microsoft 2011 key used to sign Linux shim expires on September 11, requiring a move to Microsoft’s 2023 UEFI third-party key for new install media.
• Existing installed Linux systems should generally continue to boot, while outdated installation media on Secure Boot systems are the main risk.
• LVFS and newer fwupd releases are key tools for distributing firmware updates that add the required replacement key.

British Columbia, Time Zones, and Postgres

Key Points

• `timestamptz` stores UTC instants, so future local times can shift if time zone rules change later.
• A tzdata update can cause a stored Vancouver 10:00 AM appointment to be returned as 11:00 AM local time.
• The article recommends storing local timestamp and timezone plus calculated UTC for future events where local intent must be preserved.

Canada is looking to build up to 10 new nuclear reactors over the next 15 years

Key Points

• Canada’s nuclear strategy targets up to 10 new reactors over 15 years and links them to grid expansion and decarbonization goals.
• The proposed buildout could cost more than $100 billion, with possible support from the Canadian Infrastructure Bank and Canada Growth Fund.
• The strategy also aims to expand Candu reactor exports and deepen Canada’s position in global uranium and nuclear markets.

Memory crisis is getting so bad that even retro RAM prices are going to the Moon

Key Points

• TrendForce says buyers are shifting to DDR2 and DDR3, driving up prices for legacy DRAM amid supply shortages.
• The AI boom is pushing chipmakers toward HBM and server DRAM, reducing supply of mainstream memory like DDR4 and DDR5.
• Winbond is reducing DDR2 production while ESMT and future capacity plans from SK hynix and Micron may only gradually relieve the market.

Jobs and Software Is Fucked

Key Points

• The author says they were laid off from Blizzard in June 2025 and have been job searching since.
• The article describes repeated hiring friction, including final-round rejections, silent applications, and unresponsive recruiters.
• It argues that coding tests, AI-proctored exams, and broader AI-driven hiring practices are worsening software recruitment conditions.

SpaceX Drops 14% in One Day, Price Now Below IPO Launch

Key Points

• SpaceX stock fell 14% in one day amid heightened volatility.
• The company is nearing insider lockup expirations that could affect trading dynamics.
• SpaceX is pursuing a $20 billion bond sale during a broader tech-market downturn.

Optocam Zero: a Pi Zero based digital camera made using off the shelf components

Key Points

• Optocam Zero is a Raspberry Pi Zero-based DIY digital camera made from off-the-shelf parts.
• It combines compact design with features such as autofocus, filters, hotspot transfer, USB-C charging, and GIF support.
• The project repository includes hardware files, print files, build documentation, and software needed to build the camera.

Japanese symbols that speak without words

Key Points

• Japan uses many symbols that are understood without words through shared cultural recognition.
• Kamon remain a significant historical and formal emblem system, with over 30,000 designs.
• A gold winged triangle on trains historically identified limited express service under Japan National Railway.

Walt Disney Company is the most successful at monetizing human nostalgia

Key Points

• The article portrays Disney as a company that built enormous value by monetizing nostalgia through entertainment intellectual property.
• It says Walt Disney’s era was defined by repeated high-risk bets on projects such as feature-length animation and Disneyland.
• It argues that Disney’s mix of creative output, engineering, and commerce helped form a modern flywheel business model.

Canyon HUD helmet for road riding

Key Points

• Canyon unveiled the prototype Stingr Smart helmet with a visor-based heads-up display for road riding.
• The helmet is part of the Canyon Predict safety and performance system but can also work independently.
• Canyon will discuss the technology further at Eurobike in Frankfurt on June 24-27, 2026.

Flock-Powered Police Chiefs Stalking Women Shows Why Warrants Are Needed

Key Points

• An Illinois police chief was charged after allegedly using Flock and LEADS databases to track people he knew personally.
• The article cites at least 18 nationwide cases of similar alleged misuse of Flock license plate reader systems by law enforcement.
• It contrasts Flock's public claim that it tracks vehicles, not people, with documented cases and executive statements about misuse.

Kyber (YC W23) Is Hiring a Head of Engineering

Key Points

• Kyber is hiring a Head of Engineering with a path to CTO for its AI-native enterprise document platform.
• The company says it has grown revenue more than 40x in 18 months, is profitable, and has signed major multi-year insurance contracts.
• The role combines hands-on engineering, architecture leadership, AI tooling adoption, and responsibility for reliability, security, and compliance.

PivCo-Huffman "Merge" Operations

Key Points

• The article discusses *PivCo-Huffman* in the context of reducing the serial nature of Huffman decoding.
• Multistream and interleaved decoding approaches improve parallelism but introduce hardware-dependent trade-offs.
• A brute-force parallel candidate-offset method is presented as another strategy for decoding variable-length codes.

Nearly Half of LG Smart TV Apps Contain Residential Proxy SDKs

Key Points

• Spur says 2,058 of 6,038 scanned LG and Samsung smart TV apps contained residential proxy SDKs.
• The article argues smart TVs are attractive proxy hosts because they remain online for years and are rarely audited like phones or PCs.
• Spur says some apps use proxy SDKs as an alternative monetization model, with consent prompts that can allow continued activity after app closure.

Tacky men with ridiculous glasses want you to wear them too

Key Points

• Meta’s Ray-Ban glasses and Apple’s Vision Pro are central examples in the current smart-glasses and wearable-computing push.
• The article says consumer acceptance remains the biggest obstacle, even when underlying technology improves.
• Earlier products such as Google Glass and Snap Spectacles show that mainstream adoption of smart eyewear has been difficult.

Job application asked for my SAT scores

Key Points

• A startup job listing required applicants to submit undergraduate GPA and SAT or equivalent standardized test scores.
• The article questions the fairness and present-day relevance of using decades-old standardized test results in hiring.
• It connects the issue to the longer history of hiring assessments, including military testing and assessment-center methods.

Unsloth GLM-5.2 – How to Run Locally

Key Points

• Unsloth says GLM-5.2 can be run locally through Dynamic GGUF quantizations, reducing storage from 1.51TB to as low as 217GB.
• The article recommends the 239GB UD-IQ2_M quant as a balance of accessibility and accuracy for local inference.
• GLM-5.2 supports configurable thinking modes and can run through llama.cpp or Unsloth Studio on macOS, Windows, and Linux.

Is it time for a new Embedded Linux build system?

Key Points

• Traditional embedded Linux workflows were built for static devices, but many products now require continuous updates and remote lifecycle management.
• Buildroot and OpenEmbedded/Yocto remain the standard build systems, yet the article argues their model fits modern software stacks less cleanly.
• Language-specific package ecosystems and cross-compilation constraints have increased maintenance complexity for embedded Linux teams.

Cyberdecks, going analog, and convivial technology

Key Points

• The article says some users are pulling back from mainstream social media and corporate internet platforms.
• It links renewed interest in journals, physical media, and MP3 players to dissatisfaction with constant connectivity and subscription-based access.
• It presents personalized, modifiable computing as an alternative vision to standardized platform-driven technology.

ytr: YouTube Radio for Emacs

Key Points

• ytr is a new experimental Emacs package for streaming YouTube audio.
• The package was built separately from ready-player because the older tool is file-driven and less suitable for streaming experiments.
• ytr uses mpv and yt-dlp, is available on GitHub, and has so far only been tested on macOS.

Polymarket's viral videos showed people winning big, but the bets were fake

Key Points

• The Journal reported that Polymarket paid creators to post fake betting videos made on cloned versions of its site.
• The investigation reviewed 1,105 videos and found fake bets totaling $1.9 million, including many apparent wins that would actually have lost money.
• The campaign reportedly targeted US audiences even though Polymarket’s main platform has been barred in the United States since 2022.

Windows NT for GameCube/Wii

Key Points

• Windows NT is documented as running on GameCube, Wii, Wii Mini, and Wii U vWii with specified support boundaries.
• The project implements extensive low-level driver support for graphics, controllers, storage, USB, and debugging hardware.
• The article defines compatibility limits and gives initial installation steps, including ISO placement and disk-image creation.

In Praise of Memcached

Key Points

• The article argues Redis can gradually become an unintended persistent datastore when introduced as a cache.
• It presents memcached as a cache-focused alternative with simpler failure handling and client-side multi-node distribution.
• It says memcached’s lack of persistence makes it a better fit for stateless cache deployments.

1,700 Free Online Courses from Top Universities

Key Points

• The article compiles 1,700 free online courses from top universities and educational institutions.
• Many courses are MOOCs that can be taken for free through audit or no-certificate enrollment options.
• The catalog spans multiple subject areas, including archaeology, architecture, and art history.

VibeThinker: 3B param model that beats Opus 4.5 on reasoning with novel SFT+GRPO

Key Points

• VibeThinker-3B is a 3B-parameter dense model aimed at maximizing verifiable reasoning in a small-model regime.
• The report cites strong results on AIME26, LiveCodeBench v6, unseen LeetCode contests, and IFEval.
• It introduces the Parametric Compression-Coverage Hypothesis to explain compact reasoning strength versus broader knowledge coverage needs.

Ultralytics YOLO26: Unified Real-Time End-to-End Vision Models

Key Points

• YOLO26 is designed for native NMS-free real-time vision inference with a lighter detection head.
• The training pipeline introduces MuSGD, Progressive Loss, and STAL to improve optimization and small-object supervision.
• Reported benchmarks place YOLO26 at 40.9-57.5 mAP on COCO and YOLOE-26x at 40.6 AP on LVIS minival.

An Introduction to YOLO26

Key Points

• YOLO26 is introduced as a multi-task, end-to-end YOLO model family released in January 2026.
• The article highlights removal of Non-Maximum Suppression and Distribution Focal Loss as key architecture changes.
• The post says it covers COCO benchmarks, download links, and comparisons with RF-DETR, LW-DETR, and D-FINE.

Polymarket has flooded social media with deceptive videos by paid creators

Key Points

• WSJ reports that Polymarket-related videos showing big profits were not real.
• The article says paid creators made the deceptive clips.
• The videos were designed to look like authentic social-media posts promoting Polymarket.

Package Managers need global hooks

Key Points

• The article advocates global hooks in package managers as a common foundation for supply-chain security controls.
• It critiques current security approaches based on registry proxies, shell wrappers, and MITM traffic inspection.
• A proof of concept using StepSecurity OSS Feed and pnpm hooks shows how threat-feed checks could block malicious installs, but current hook support is limited.

Will It Mythos?

Key Points

• The author built a benchmark from nine bugs that Mythos reportedly found, using code versions from before each fix.
• Models are tested without being told what bug to find, though they can inspect the full repository and trace cross-file logic.
• The article presents the results as preliminary and non-definitive due to limited runs, sparse data, and possible benchmark limitations.

Giant Banana Pulled Over: Driver Says Cops Have Stopped Him 100s of Times

Key Points

• Steve Braithwaite’s Big Banana Car was stopped in Billings over a license plate issue, but no ticket was issued.
• Braithwaite says the banana-shaped vehicle has been pulled over repeatedly during 15 years and 250,000-plus miles of driving.
• The car was inspired by Top Gear in 2008 and went from a novelty idea to Braithwaite’s daily driver.

I built an offline tool to stabilize TV audio because nothing else worked

Key Points

• AdBuster 2.0 PRO is a fully local Windows app for real-time TV audio stabilization.
• The system uses microphone input, signal analysis, ML control, and CEPA logic to detect ad-like loudness spikes.
• Volume adjustments are executed through a local Flask server and Broadlink IR hardware connected to the TV or audio device.