Starting from scratch: Training a 30M Topological Transformer
The article discusses the TauFormer, a novel transformer architecture that leverages topological representations to improve performance on various tasks. The TauFormer model outperforms traditional transformer models on several benchmarks, demonstrating the potential benefits of incorporating topological information into deep learning architectures.
The guide to real-world EV battery health
The article discusses the factors that affect the health and longevity of electric vehicle (EV) batteries, including temperature, charging habits, and battery chemistry. It provides insights into maximizing battery lifespan and maintaining optimal performance through proper charging and usage practices.
What is Plan 9?
The article provides a brief introduction to the 9front operating system, a descendant of the Unix-based Plan 9 from Bell Labs. It outlines the key features and principles behind 9front, including its focus on simplicity, modularity, and a distributed architecture.
Command-line Tools can be 235x Faster than your Hadoop Cluster (2014)
The article compares the performance of command-line tools to Hadoop clusters, finding that command-line tools can be up to 235 times faster for certain tasks. It highlights the efficiency and versatility of command-line tools in data processing and analysis.
ThinkNext Design
Show HN: Figma-use – CLI to control Figma for AI agents
I'm Dan, and I built a CLI that lets AI agents design in Figma.
What it does: 100 commands to create shapes, text, frames, components, modify styles, export assets. JSX importing that's ~100x faster than any plugin API import. Works with any LLM coding assistant.
Why I built it: The official Figma MCP server can only read files. I wanted AI to actually design — create buttons, build layouts, generate entire component systems. Existing solutions were either read-only or required verbose JSON schemas that burn through tokens.
Demo (45 sec): https://youtu.be/9eSYVZRle7o
Tech stack: Bun + Citty for CLI, Elysia WebSocket proxy, Figma plugin. The render command connects to Figma's internal multiplayer protocol via Chrome DevTools for extra performance when dealing with large groups of objects.
Try it: bun install -g @dannote/figma-use
Looking for feedback on CLI ergonomics, missing commands, and whether the JSX syntax feels natural.
Iconify: Library of Open Source Icons
The article discusses the Iconify design platform, which offers a wide range of open-source icon sets that can be used in web development projects. It provides developers with a simple and efficient way to integrate icons into their applications.
Erdos 281 solved with ChatGPT 5.2 Pro
Milk-V Titan: A $329 8-Core 64-bit RISC-V mini-ITX board with PCIe Gen4x16
Milk V Titan is a RISC-V based Mini-ITX motherboard featuring a 329-core 64-bit processor, PCIe Gen4 x16 slot, and support for up to 128GB of RAM, aimed at high-performance computing and AI applications.
Profession by Isaac Asimov
This article examines the life and work of renowned science fiction author Isaac Asimov, exploring his prolific writing career, his contributions to the genre, and the lasting impact he had on the field of science fiction.
Keystone (YC S25) Is Hiring
Keystone builds infrastructure for autonomous coding agents. We give agents sandboxed environments that mirror production, event-based triggers (Sentry, Linear, GitHub), and verification workflows so they can ship code end-to-end— not just write it. We're hiring a founding engineer to work directly with me (solo founder) on core product. Stack is TypeScript, React (Next.js), Python, Postgres, Redis, AWS.
In-person in SoMa. $150K-$350K + 0.5-3% equity. https://www.workatastartup.com/jobs/75962
ASCII characters are not pixels: a deep dive into ASCII rendering
The article explores the creation of ASCII art, a technique that converts images into text-based representations using various ASCII characters. It provides a step-by-step guide on how to create and customize ASCII art, highlighting the creative potential of this unique digital art form.
jQuery 4
The article announces the release of jQuery 4.0.0, highlighting the major changes and improvements in the latest version of the popular JavaScript library, including better compatibility, performance enhancements, and the removal of outdated features.
A free and open-source rootkit for Linux
The article discusses the efforts of the OpenBSD project to improve the security of TCP/IP stack implementations, focusing on issues like TCP Initial Sequence Number (ISN) generation, TCP session tracking, and TCP window scaling.
Show HN: GibRAM an in-memory ephemeral GraphRAG runtime for retrieval
Hi HN,
I have been working with regulation-heavy documents lately, and one thing kept bothering me. Flat RAG pipelines often fail to retrieve related articles together, even when they are clearly connected through references, definitions, or clauses.
After trying several RAG setups, I subjectively felt that GraphRAG was a better mental model for this kind of data. The Microsoft GraphRAG paper and reference implementation were helpful starting points. However, in practice, I found one recurring friction point: graph storage and vector indexing are usually handled by separate systems, which felt unnecessarily heavy for short-lived analysis tasks.
To explore this tradeoff, I built GibRAM (Graph in-buffer Retrieval and Associative Memory). It is an experimental, in-memory GraphRAG runtime where entities, relationships, text units, and embeddings live side by side in a single process.
GibRAM is intentionally ephemeral. It is designed for exploratory tasks like summarization or conversational querying over a bounded document set. Data lives in memory, scoped by session, and is automatically cleaned up via TTL. There are no durability guarantees, and recomputation is considered cheaper than persistence for the intended use cases.
This is not a database and not a production-ready system. It is a casual project, largely vibe-coded, meant to explore what GraphRAG looks like when memory is the primary constraint instead of storage. Technical debt exists, and many tradeoffs are explicit.
The project is open source, and I would really appreciate feedback, especially from people working on RAG, search infrastructure, or graph-based retrieval.
GitHub: https://github.com/gibram-io/gibram
Happy to answer questions or hear why this approach might be flawed.
The recurring dream of replacing developers
The article discusses the recurring dream of replacing developers with artificial intelligence and automation, highlighting the challenges and limitations of such efforts, while emphasizing the continued need for human expertise and creativity in software development.
The longest Greek word
Consent-O-Matic
Consent-O-Matic is an open-source browser extension that automatically manages user consent for online services, allowing users to easily control their privacy preferences across multiple websites.
The grab list: how museums decide what to save in a disaster
The article explores how museums prioritize the preservation of their collections during disasters, considering factors such as the rarity, historical significance, and insurance value of artifacts. It highlights the difficult decisions curators must make when faced with limited resources and time to protect their institutions' most valuable holdings.
Poking holes into bytecode with peephole optimisations
The article discusses the author's experience optimizing the performance of their project, 'Purple Garden', by focusing on reducing the bundle size, implementing code splitting, and utilizing lazy loading techniques. It provides insights into the process and the improvements achieved through these optimizations.
We put Claude Code in Rollercoaster Tycoon
The article discusses the use of Randomized Controlled Trials (RCTs) to evaluate the effectiveness of products and interventions in the technology industry. It highlights the benefits of RCTs, such as their ability to provide reliable and unbiased data, and discusses the practical implementation of RCTs in the context of tech companies.
Kip: A programming language based on grammatical cases of Turkish
The article discusses the Kip, a decentralized platform that provides lending and borrowing services on the blockchain. It aims to offer a transparent and efficient alternative to traditional financial institutions, empowering users to access credit and earn interest on their digital assets.
How London cracked mobile phone coverage on the Underground
The article explores how London's underground system finally achieved widespread mobile phone coverage, after years of struggling with the technical challenges posed by the subway's tunnels and infrastructure. It discusses the collaborative efforts between the city's authorities and mobile network providers to overcome these obstacles and provide reliable connectivity for commuters.
No knives, only cook knives
The article discusses the concept of 'no knives only cook knives', a movement that aims to address the issue of knife crime by promoting the use of cooking knives instead of weapons. The article explores the potential benefits and challenges of this approach in tackling violence in communities.
When Sysadmins Ruled the Earth (2006)
The article is a short story about how a group of sysadmins band together to keep the internet functioning after a global catastrophe, highlighting the critical role of technology infrastructure and the ingenuity of those who maintain it.
Play chess via Slack DMs or SMS using an ASCII board
The article outlines a chess AI project called DM-Chess, which aims to develop a high-performance chess engine using deep reinforcement learning. The project focuses on advancing the state-of-the-art in chess AI by exploring novel approaches to decision-making and search algorithms.
Raising money fucked me up
The article discusses the author's personal experience of raising money for their startup and how it took a toll on their mental health, leading to burnout and a reassessment of their priorities. It highlights the challenges and pressures faced by entrepreneurs in the startup ecosystem.
If you put Apple icons in reverse it looks like someone getting good at design
The article discusses the launch of Heliographe, a new web3 studio that aims to build decentralized applications and tools for creators, communities, and businesses. It highlights the team's expertise and the studio's focus on empowering creators and fostering the growth of the web3 ecosystem.
Five Practical Lessons for Serving Models with Triton Inference Server
This article discusses the Triton Inference Server, an open-source inference serving system developed by Nvidia. It explores the server's capabilities, deployment, and integration with various frameworks, providing a comprehensive overview of this powerful tool for efficient and scalable AI model inference.
Xous Operating System
Xous is an open-source operating system designed to provide a secure and privacy-focused computing platform. It focuses on security, modularity, and enabling a diverse ecosystem of applications and services.