Gemini 3.7 Flash

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Gemini 3.7 Flash is the latest model, offering substantial improvements in coding and agent tasks with a lower price point than Gemini 3.6 Flash. It delivers strong gains in debugging, issue resolution, and code accuracy across various workflows and domains.

SparrowMap – Cameras that watch government vehicles

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A phone-based detection system runs locally without server access, ensuring camera feed security. A spare PC with a webcam can also run the detector locally for added security and plate reading capabilities.

Accelerating GPT-5.6 Sol Ultrafast

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Cerebras and OpenAI are launching Ultrafast Mode, a new service tier powered by Cerebras that delivers up to 750 output tokens per second without quality compromise. This resolves the tradeoff between speed and intelligence in AI models, enabling faster inference for mission-critical work.

Bluesky Protocol Services

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Bluesky Protocol Services launches, organizing documentation for developers using the AT Protocol network's public infrastructure. The new site includes Jetstream v2, which adds history to the network and allows server-side slicing without backfilling locally.

DeepSeek Harness developer preview

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DeepSeek Harness is now in developer preview, offering a plugin-based system for agent developers to create custom harnesses. It provides various modes, including standard, code, minimal and creator modes with tools and capabilities that can be swapped or extended.

Hello, me. It's been a while

The author reflects on how they've lost the habit of quiet thinking over 14 years, replaced by constant background noise. They rediscovered this habit and found it to be more enjoyable than filling silence with podcasts or social media.

Mistral OCR 4.1

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Our latest OCR service powering our Document AI stack, with native paragraph-level bounding box extraction, structural block labels, and block-level confidence scores.

Spaghettifying DRAM

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The skitter-creek-bath-salts project exploits a vulnerability in AMD Family 16h CPUs by manipulating the DRAM controller to scramble memory, bypassing security features like SEV and SGX. This allows for unrestricted access to protected regions of memory, including PSP private memory and SMRAM.

Choose Boring Technology (2015)

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The author reflects on the importance of technology choices in a company, emphasizing that innovation tokens should be spent wisely and that "boring" technologies like MySQL or PHP can be good enough. They advocate for mindful choice of technology to avoid overwhelming unknowns and operational costs.

NP-overrated

NP-hard problems are often considered intractable but not impossible to solve, with many practical solutions existing. In practice, the worst-case scenarios rarely occur and can be mitigated with timeouts or heuristics.

Understanding is the new bottleneck

https://www.geoffreylitt.com/images/talks/understanding-bottleneck/slide-01.webp?1783098284
The talk discusses the importance of human understanding in systems built by agents, and provides techniques for efficiently understanding code, including explain-diff and shared spaces. These methods aim to bridge the gap between humans and AI, enabling active participation in creative processes.

Donkey.bas is 45 Years Old – 131 line of Glory

DONKEY.BAS shipped with early IBM PC DOS as a demo of color graphics and sound in BASICA. It was written by Microsoft co-founder Bill Gates and Neil Konzen in 1981 (version 1.10 in 1982). You only switch lanes — avoid the donkey, or BOOM. This page recreates the original CGA gameplay in JavaScript with some liberties. Original source: DONKEY.BAS · GitHub

The Legend of the Novell NE2000 [video]

Blog about things you don't understand yet

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The author publishes blog posts that represent at least two things they've learned, forcing them to think critically and research topics thoroughly. This process helps clarify their thoughts and leads to more effective writing.

Finite State Machines in Forth (1994)

The J.V. Noble Institute for Nuclear and Particle Physics at the University of Virginia has developed a method to construct deterministic and nondeterministic finite state automata in Forth, a high-level programming language. This approach allows for efficient implementation of complex programs using abstract finite state machines (FSMs).

US conducted mass spying campaign against leftwing and anti-ICE protesters

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The US government conducted extensive surveillance on left-wing groups and protesters opposing Trump's immigration crackdown, including infiltrating chats and obtaining financial records. The operation, code-named "Operation Puppet Master", targeted activists and mainstream progressive organizations in Minnesota and New York City.

Nine PBS sues Iron Mountain over blocked access to archival data

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Nine PBS sued Iron Mountain Data Centers for over 50 terabytes of archival materials stored in a Denver data center after their cloud-storage vendor, Open Source Storage (OSS), cut off access without warning. The station claims OSS' predecessor owned the data and Iron Mountain refuses to return it due to OSS' ownership of the infrastructure housing the data.

Single log line is 49KB+ (ext4) / 110KB+ (btrfs) of systemd-journald disk writes

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Using journald in write mode on an XFS file system, it writes to the hard drive but is inefficient and can corrupt during unclean reboots. This shows that iotop's accuracy issue may be due to kernel mechanisms rather than journald itself being slow.

How Compaction Works in Pi

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Pi uses compaction to summarize conversation history when context limit is reached, discarding older content while preserving recent work. Compaction can be manually triggered using /compact command or automatically after a turn ends with configurable token budget.

How Organizations Use AI: Evidence from ChatGPT [pdf]

Researchers studied how organizations use generative AI, specifically ChatGPT Enterprise, by linking account records to usage data from March 2026. The study found that ChatGPT Enterprise usage has grown rapidly among large and valuable firms with high R&D and SG&A expenses.
A 17-year-old database backup of the old 0.mk URL shortener was restored and crawled, revealing that only a small percentage of links still load. The majority of links point to non-existent pages or have been blocked by websites.

How Gödel's Proof Works (2020)

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Kurt Gödel's 1931 incompleteness theorems showed that any set of axioms is either incomplete or inconsistent, proving math cannot be a complete system. This discovery has far-reaching implications in mathematics and beyond.

An ambiguity in c89 which will never be fixed

The C89 standard's implicit function declaration feature causes GCC and Clang to disagree on its interpretation, leading to differing behavior in certain edge cases. The ambiguity arises from the phrase "innermost block" in the standard, which is unclear whether it refers to block scope or file scope.

I want extern "fil-C"

The author proposes a bridge between Rust and C, Fil-C, which compiles C with capabilities and runtime checks for memory safety. This would allow existing software to be rewritten in Rust while maintaining performance on legacy code that remains safe under ordinary unsafe C.

How a device finds encrypted DNS by itself

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A device can discover an encrypted DNS resolver through a process called DDR, which involves sending a query to _dns.resolver.arpa and receiving the hostname, port, and protocol of available endpoints. The device then opens a connection to the preferred endpoint and encrypts all subsequent queries.

Ordinary abundance

https://ordinaryabundance.com/assets/abundance-room-v8.jpg
People have made significant advancements in technology and daily life, including music on demand, electric light, art reproductions, vision correction, instant communication, clean running water and refrigeration.

Launch HN: Bullet (YC S26) – A Faster Coding Agent

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A tool called Bullet was created to speed up agent runs by eliminating unnecessary steps and parallelizing independent tasks, saving hours of waiting time. It is now used internally at the company that developed it, which aims to help others achieve similar results.

AI At Home Part 1: A Box Of Scraps

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The author is building a custom AI server using old computer parts, including four GPUs and an Intel Core i9 processor, to run the Deepseek V4 Flash model. They've overcome initial challenges with booting and fan control to get the system up and running with Ubuntu 24.04.

Kubernetes on Oxide: How customer needs shaped our integrations

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The author, as Oxide's first Solutions Software Engineer, aimed to build software to solve customer problems by integrating Kubernetes with Oxide.

Idol Mahjong Final Romance: A Slideshow Disguised as a Video Game

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The author reviews Idol Mahjong Final Romance 2-R-4 Special, a re-release of the final three games in the series. The game features unique aesthetic and gameplay mechanics, including rotoscoped graphics and low frame rate animations.