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.

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.

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

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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

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.

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.

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.

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.

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.

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.
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.

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).

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.

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.

Smooth Move: Taming Trajectories with Polynomials

The article discusses the importance of smooth transitions in 3D printing and robotics, particularly when moving between different segments of a path. It introduces the concept of jerk, snap, and crackle as measures of vibration and discontinuity in motion. The article then presents a mathematical approach to creating smooth transitions using sigmoid functions like SmoothStep or Smootherstep.

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.

Show HN: My solar died for 6 months, so I built a watchdog

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SunRanker continuously monitors solar systems and alerts users instantly when issues arise, unlike traditional methods that only notify after significant problems. It ensures timely detection by rechecking system performance daily and sending clear emails upon any changes.

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.

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.

Tocharian Online

Tocharian is a closely related Indo-European language family, consisting of two distinct languages A and B, discovered in Chinese Turkestan documents along the Silk Road. Tocharian texts date back to the 6th-8th centuries AD and include translations of Buddhist texts.

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.

Choosing an AI model: one prompt, 11 models, different results

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Netlify has launched a partnership with OpenRouter, offering two new pieces of functionality: the AI Gateway and Agent Runners. Users can now choose from various open models for their projects, including Kimi K3, GLM 5.2, and DeepSeek V4.

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.

Text AI watermarks will always be trivial to remove

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The European Union's AI Act will require all AI outputs to be "detectable as artificially generated" starting in August 2026, with a new watermarking requirement.

Gloomberb

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See what's new in 0.10.4 ▞▀▖▜ ▌ ▌ ▌▄▖▐ ▞▀▖▞▀▖▛▚▀▖▛▀▖▞▀▖▙▀▖▛▀▖ ▌ ▌▐ ▌ ▌▌ ▌▌▐ ▌▌ ▌▛▀ ▌ ▌ ▌ ▝▀ ▘▝▀ ▝▀ ▘▝ ▘▀▀ ▝▀▘▘ ▀▀ Gloomberb is command-bar first. Type a ticker or a shortcut like DES AAPLor TOP and jump straight into the market view. Ranked stories, breaking news, sector feeds, global indices, FX, macro events, yield curves, movers, and sentiment.

How art invented humanity

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ATG (YC F25) Is Hiring Member of Technical Staff (Data Platform)

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Careers Create systems that think, reason, and act. We're looking for curious minds from a wide range of disciplines and backgrounds.

JDK 27 G1/Parallel/Serial GC Changes

OpenJDK 28 is approaching with significant changes to its stop-the-world collectors, including the introduction of G1 as the default garbage collector. These updates aim to improve performance, footprint, and latency profile by addressing various issues and adding new features.