Accelerating Gemma 4: faster inference with multi-token prediction drafters

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We introduced Multi-Token Prediction (MTP) drafters for Gemma 4, delivering up to 3x speedup without quality degradation. MTP decouples token generation from verification, utilizing idle compute to predict future tokens and verify them in parallel.

Three Inverse Laws of AI

The author proposes the Inverse Laws of Robotics to prevent humans from blindly trusting AI systems, which can lead to societal dangers, and emphasizes the need for humans to remain responsible and accountable for AI use. The three laws are: humans must remain responsible for AI consequences, not anthropomorphise AI, and verify AI output before accepting it as authoritative.

Computer Use is 45x more expensive than structured APIs

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We compared two AI agent approaches for operating an admin panel: vision agents and API agents. Vision agents are more expensive and less reliable due to the need for explicit UI walkthroughs and high input token counts.

EEVblog: The 555 Timer is 55 years old [video]

Google Chrome silently installs a 4 GB AI model on users' devices without consent, violating Article 5(3) of the ePrivacy Directive and GDPR principles of lawfulness, fairness, and transparency. The model's environmental cost is significant, with estimated CO2-equivalent emissions ranging from 6,000 to 60,000 tonnes per model push, depending on the number of devices affected.

GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents

https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png
GLM-5V-Turbo is a multimodal agent model that integrates perception and action capabilities. It achieves strong performance in multimodal tasks while preserving text-only coding capability.

Show HN: Explore color palettes inspired by 3000 master painter artworks

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Browse, search, and filter beautiful color palettes inspired by the Old Masters.

Agents for financial services and insurance

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Claude releases 10 ready-to-run agent templates for financial services tasks, expanding its partner ecosystem and capabilities across Microsoft Office.

IBM didn't want Microsoft to use the Tab key to move between dialog fields

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Raymond has been involved in Windows evolution for over 30 years and created The Old New Thing website and book. He occasionally shares stories on the Windows Dev Docs Twitter account.

California farmers to destroy 420k peach trees following Del Monte bankruptcy

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When everyone has AI and the company still learns nothing

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Ethan Mollick's work on AI adoption highlights the "messy middle" phase where AI use is uneven, hidden, and difficult to compare, and not yet connected to organizational learning. Companies must move beyond license usage and surveys to understand how AI creates learning and value within their organization.

Proliferate (YC S25) Is Hiring- 200k for junior engineers

Proliferate is building an operating system for modern engineering, automating software development to make engineering more human. They're hiring an engineering lead to build the core product with high ownership and a top-market salary.

Show HN: Airbyte Agents – context for agents across multiple data sources

Michel, CEO of Airbyte, introduces Airbyte Agents, a unified data layer for agents to discover information and take action across operational systems, addressing issues with current MCPs. Airbyte Agents uses a Context Store to provide a structured way for agents to discover data, reducing API calls and improving performance.

Should I Run Plain Docker Compose in Production in 2026?

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Philip, an engineer at Distr, shares common Docker Compose quirks and operational gaps that can lead to production incidents. He recommends handling these gaps with commands and practices, or using an agent like Distr's to automate the process.

Quantum Key Distribution (QKD) and Quantum Cryptography (QC)

You don't have permission to access "http://www.nsa.gov/Cybersecurity/Quantum-Key-Distribution-QKD-and-Quantum-Cryptography-QC/" on this server.

Async Rust never left the MVP state

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The author is working to reduce async Rust bloat in the compiler, specifically targeting the state machine generated for async code. They propose two optimizations: returning Pending instead of panicking when a future is done, and removing the Panicked state.

Researchers print structural colour with an inkjet printer

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Researchers at Kobe University developed a Mie-resonant silicon nanoparticle ink that can be printed using an inkjet printer to create structural colours. This breakthrough enables large-area applications of structural colour, with potential uses in anti-counterfeiting, smart displays, and art pieces.

I'm scared about biological computing

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The user is disturbed by a lab-grown neuron system trained to play DOOM, blurring the line between AI and human consciousness. They worry about the commercial incentives driving this technology, potentially leading to a human biocomputer trapped in a simulated hell.

iOS 27 is adding a 'Create a Pass' button to Apple Wallet

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Apple is adding a "Create a Pass" feature to the Wallet app in iOS 27, allowing users to build their own passes from scratch or scan QR codes. This feature is expected to be released in September 2026, making it easier for users to add passes without needing a third-party tool.

Collaborative Editing in CodeMirror (2020)

The author of CodeMirror, a code editor system, discusses the design considerations for its collaborative editing feature, deciding to use a non-distributed operational transformation (OT) approach due to its simplicity and effectiveness. The author also explores alternative approaches, including CRDTs, but ultimately decides against them due to their complexity and memory requirements, ...

Docker 29 has changed its default image store for new installs

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The containerd image store is the default storage backend for Docker Engine 29.0 and later, offering features like lazy-pulling and peer-to-peer image distribution. It uses more disk space than legacy storage drivers due to dual storage of compressed and uncompressed formats.

Comparing the Z80 and 6502 to Their Relatives

The user compared the 8080, Z80, 8086, and 6502 CPUs, highlighting their similarities and differences, and discussed how their instruction sets and design decisions influenced programming styles and best practices. The user also shared their own experiences and advice for programming each chip, including guidelines for memory access, loop variables, and register usage, and noted that the Z80 ...

Today I've made the difficult decision to reduce the size of Coinbase by ~14%

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UK: Two millionth electric car registered as market rebounds strongly

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The UK new car market rose 24.0% in April to 149,247 registrations, driven by a rebound from last year's weak sales. The 2026 outlook is upgraded to 2.093m registrations, but ZEV share is revised down to 26.8% due to underperforming Q1 demand.

Empty Screenings – Finds AMC movie screenings with few or no tickets sold

Simple Meta-Harness on Islo.dev

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The meta-harness is a loop that improves the harness around an LLM agent by reading diagnostic logs and writing a better harness, which can be achieved with Islo's sandbox infrastructure. A proof-of-concept implementation demonstrates the optimization signal end-to-end with a proposer that reads all traces, not summary scores, and converges in four steps on a 5-task held-out suite.

Clarification on the Notepad++ Trademark Issue

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The trademark infringement issue is resolved as the website author removed all Notepad++ references. Users are welcome to use the Notepad++ code base but cannot be endorsed due to potential reputation risks.
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Meta's CEO Mark Zuckerberg and the company are being sued by five publishers and an author for allegedly copying millions of copyrighted works to train their AI system. The lawsuit claims Meta deliberately circumvented copyright protections and considered licensing the works before abandoning that strategy.

Lessons for Agentic Coding: What should we do when code is cheap?

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The user shares 10 lessons for agentic coding, emphasizing the importance of implementing to learn, rebuilding often, and investing in end-to-end tests. These lessons aim to help developers make the most of cheap code and agent capabilities while considering maintenance, support, and security.

The first photo published in a newspaper, in 1848 (2023)

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It would be difficult for modern readers to accept the text-only version of a newspaper. One online source containing "a brief history of the birth of photojournalism," states that the first illustration to appear in a newspaper, similar to modern courtroom renderings, was around 1806, and the first actual…