Alberta startup sells no-tech tractors for half price

Over-editing refers to a model modifying code beyond what is necessary

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Researchers investigated the "Over-Editing" problem where AI models rewrite code unnecessarily, making it harder for humans to review and understand. They found that reinforcement learning can improve the editing behavior of AI models, making them more faithful and minimal, without degrading their general coding ability.

Scores decline again for 13-year-old students in reading and mathematics

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NAEP long-term trend assessments showed 13-year-old students' average reading scores declined 4 points and math scores declined 9 points from 2020.

Qwen3.6-27B: Flagship-Level Coding in a 27B Dense Model

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Qwen3.6-27B is a 27-billion-parameter multimodal model that surpasses previous-generation models on major coding benchmarks. It is natively multimodal, supports both vision-language thinking and non-thinking modes, and is available for self-hosting and through Alibaba Cloud Model Studio API.

5x5 Pixel font for tiny screens

A programmer designed a 5x6 pixel font for low-resolution displays, allowing for compact layouts and easy programming. The font takes up 350 bytes of memory and is suitable for 8-bit microcontrollers.

You don't need advice from editors on rejected manuscripts

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Windows 9x Subsystem for Linux

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The user discusses Windows 9x Subsystem for Linux (WSL9x), a hack that allows running Linux on Windows 9x without virtualization. It uses Windows 9x's VMM services to run Linux cooperatively with the Windows kernel.

We found a stable Firefox identifier linking all your private Tor identities

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A Firefox-based browser vulnerability allows websites to derive a unique identifier from IndexedDB database ordering, linking activity across origins. Mozilla has fixed the issue in Firefox 150 and ESR 140.10.0.

Website streamed live directly from a model

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A generative visual internet

Martin Fowler: Technical, Cognitive, and Intent Debt

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The user discussed the importance of human laziness in programming, which drives the development of crisp abstractions and simpler systems, and how AI lacks this virtue, leading to over-complication. They also highlighted the need to teach AI systems to doubt and defer decisions, especially in open systems with asymmetric or irreversible costs, to ensure safe and autonomous operation.

Our eighth generation TPUs: two chips for the agentic era

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Google introduces TPU 8t and TPU 8i, two custom chips for AI training and inference, designed to power supercomputers and drive cutting-edge model development. The 8th generation TPUs deliver scale, efficiency, and capabilities for training, serving, and agentic workloads.

Surveillance Pricing: Exploiting Information Asymmetries

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The practice of surveillance pricing, where companies charge different prices based on personal data, has become widespread and is enabled by market failures and information asymmetries. To address this issue, legislation such as the Stop AI Price Gouging and Wage Fixing Act of 2025 and the One Fair Price Act of 2025 aim to eliminate surveillance pricing and provide enforcement mechanisms, ...

Parallel Agents in Zed

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Zed now allows parallel agent orchestration with a new Threads Sidebar for control and monitoring. The Threads Sidebar offers instant access to common operations and helps developers stay organized with multiple projects and agents.

Bodega cats of New York

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The book documents New York City's bodega cats, highlighting their unique personalities and contributions to their stores. Advocacy efforts aim to legalize bodega cats, with two bills in committee and a petition signed by 14,000 people.

Ultraviolet corona discharges on treetops during storms

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Penn State researchers led by William Brune documented corona discharges in nature for the first time, observing them on trees during thunderstorms in Florida. The phenomenon, which cleans the air by producing hydroxyl, was captured using a custom-built telescope system and has implications for forest health and atmospheric cleansing.

Workspace Agents in ChatGPT

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Workspace agents are shared AI tools that handle complex tasks and workflows within an organization's permissions and controls. They can be built and customized to automate tasks, gather context, and follow team processes, freeing up time for higher-value work.

3.4M Solar Panels

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The system has 96 gb of ddr5 ram clocked at 4,800 mt/s and a crucial t700 4 tb nvme m.2 ssd which can read at speeds up to 12,400 mb/s. it is running ubuntu 24 lts via microsoft's ubuntu for windows on windows 11 pro x64 based pc with qemu gps vmware and duck

New study compares growing corn for energy to solar production. It's no contest

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Solar energy expansion is often viewed as a threat to US food security. And yet roughly 12 million hectares of US farmland—an area the size of New York State—is currently devoted to corn crops that are farmed not for food, but for fuel. In a new PNAS study, researchers ask a provocative question: why not transition some of this corn-for-ethanol farmland to significantly more efficient solar ...

GitHub CLI now collects pseudoanonymous telemetry

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GitHub CLI sends pseudoanonymous telemetry to help improve the product by understanding feature usage. You can review the telemetry implementation and opt-out using environment variables or configuration options.

Columnar Storage Is Normalization

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Columnar data storage has trade-offs with row-oriented data, offering faster data access for specific columns but slower row modification and access. It can be viewed as a form of extreme database normalization or a data format abstraction that queries are logically blind to.

Scoring Show HN submissions for AI design patterns

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User analyzed 500 Show HN pages for AI design patterns, finding 21% with heavy slop, 46% mild, and 33% clean. The results suggest most sites are uninspired rather than AI-generated.

Making RAM at Home [video]

How does GPS work?

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GPS uses satellites to measure distance by timing signal delays, then uses multiple satellites to pinpoint location. The system accounts for clock errors, gravity, and speed to provide accurate positions within a few meters.

Youth Suicides Declined After Creation of National Hotline

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XOR'ing a register with itself is the idiom for zeroing it out. Why not sub?

https://devblogs.microsoft.com/oldnewthing/wp-content/uploads/sites/38/2019/02/ShowCover.jpg
Matt Godbolt wrote an article on why x86 compilers use xor eax, eax to zero a register, citing its compactness. However, sub eax, eax is a viable alternative with similar execution time and better flag behavior, but xor won due to swarming and special CPU detection.

Anonymous credentials: an illustrated primer (Part 2)

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This is the second in a series of posts about anonymous credentials. You can find this first part here. In the previous post, we introduced the notion of anonymous credentials as a technique that allows users to authenticate to a website without sacrificing their privacy. As a quick reminder, an anonymous credential system consists of a few parties: an Issuer that hands out credentials, one ...

Show HN: Broccoli, one shot coding agent on the cloud

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Broccoli is a tool that automates engineering workflows using AI teammates, powered by Claude and Codex, and runs on Google Cloud. It requires a Google Cloud project, GitHub App, Linear API key, and other secrets to be set up manually or using the Codex deployment skill.

DuckDB 1.5.2 – SQL database that runs on laptop, server, in the browser

https://duckdb.org/images/blog/online-shell-example.png
DuckDB v1.5.2 is a patch release with bugfixes, performance improvements, and support for DuckLake v1.0 lakehouse format. It includes a new WebAssembly shell and a test suite collaboration with Jepsen.

Another Day Has Come

Tim Cook is stepping down as Apple's CEO after 15 years, handing over to John Ternus, who has been with the company for 25 years. Cook will become executive chairman, focusing on politics and policy, while Ternus takes the helm of Apple's business.

Homegrown – An interactive map of every 2025 FBS college football player

Data arm of TORCH FOOTBALL BETA → Every 2025 FBS player, mapped by hometown. Pick a team, conference, state, or position to see who's from where — or hit to put two side-by-side.