Microgpt

http://karpathy.github.io/assets/microgpt.jpg
The user created a simplified 200-line Python script called microgpt that trains and infers a GPT model from scratch, showcasing the core algorithmic essence of large language models. The script demonstrates how the model learns statistical patterns from a dataset and generates new plausible-sounding documents, such as names, by predicting the next token in a sequence.

Ghostty – Terminal Emulator

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Ghostty is a fast, feature-rich, and cross-platform terminal emulator that uses platform-native UI and GPU acceleration.

Switch to Claude without starting over

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Copy and paste the provided prompt into a chat with any AI provider. It’s written specifically to help you get all of your context in one chat.

I built a demo of what AI chat will look like when it's “free” and ad-supported

https://99helpers.com/images/main.jpg
A satirical AI chat demo showcases every monetization pattern imaginable, including banners, sponsored responses, and freemium gates. The tool is an educational tool to help marketers and developers understand AI monetization, but it's not an actual ad network.

Decision trees – the unreasonable power of nested decision rules

https://mlu-explain.github.io/assets/ogimages/ogimage-decision-tree.png
We're farmers with a new plot of land and we're using a Decision Tree to classify trees as Apple, Cherry, or Oak based on Diameter and Height. We've created a tree with a root node at Diameter ≥ 0.45 and subsequent splits at Height ≤ 4.88 and Diameter.

When does MCP make sense vs CLI?

The author claims MCP is dying due to its lack of real-world benefits and argues that CLIs are simpler, faster to debug, and more reliable. They believe CLIs are a better abstraction for LLMs to interact with tools.

AI Made Writing Code Easier. It Made Being an Engineer Harder

Software engineers are experiencing burnout due to increased expectations and workload from AI tools, which have made certain tasks faster but also created a self-reinforcing cycle of more work and reliance on AI. The industry needs to acknowledge and address the human cost of rapid technological change, investing in people alongside tools to attract and retain top engineering talent.

Inside the M4 Apple Neural Engine, Part 1: Reverse Engineering

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The user reverse engineered Apple's Neural Engine, mapping the software stack from CoreML to the IOKit kernel driver and discovering direct access to the ANE without CoreML. They found the ANE is a graph execution engine with 16 cores, supports a queue depth of 127, and has a unique compilation path using MIL and E5 binaries.

WebMCP is available for early preview

https://developer.chrome.com/static/blog/webmcp-epp/image/cover.png
WebMCP provides a standard way for websites to expose structured tools, enabling AI agents to interact with them quickly and precisely. This allows agents to perform tasks like booking flights, filing support tickets, and navigating complex data with increased speed and reliability.

New iron nanomaterial wipes out cancer cells without harming healthy tissue

https://www.sciencedaily.com/images/1920/cancer-cell-self-destructing.webp
Scientists at Oregon State University created a new nanomaterial that targets cancer cells by sparking two chemical reactions, overwhelming them with oxidative stress while sparing healthy tissue. The material, built from an iron-based metal-organic framework, demonstrated strong toxicity to cancer cells and complete tumor regression in preclinical experiments.

Microgpt explained interactively

https://growingswe.com/blog/microgpt/opengraph-image?16ed498263341a16
Andrej Karpathy's 200-line Python script trains a GPT model from scratch, learning statistical patterns in human names and generating plausible new ones. The script's core loop involves tokenizing, embedding, attending, computing, and predicting the next token, with the model learning to minimize cross-entropy loss through backpropagation and RMSNorm normalization.

Right-sizes LLM models to your system's RAM, CPU, and GPU

https://raw.githubusercontent.com/AlexsJones/llmfit/main/assets/icon.svg
llmfit is a terminal tool that right-sizes LLM models to your system's hardware and recommends suitable models based on quality, speed, fit, and context dimensions. It supports multi-GPU setups, MoE architectures, and dynamic quantization selection.

Libre Solar – Open Hardware for Renewable Energy

https://libre.solar/images/bms-testing-small.jpg
The new Open Educational Resource (OER) explains how to develop, produce and use components in DC energy systems Within our community forum we aim to join forces and build renewable energy components together

10-202: Introduction to Modern AI (CMU)

The course provides an introduction to modern AI systems, focusing on machine learning methods and large language models. Students will learn to implement a basic AI chatbot through programming assignments and quizzes.

Flightradar24 for Ships

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Operational issue – Multiple services (UAE)

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RE#: how we built the fastest regex engine in F#

https://iev.ee/_astro/dfa1.CEb5C-8q_RPmFN.webp
A new regex engine called RE# was developed in F# that outperforms other industrial regex engines and supports intersection, complement, and context-aware lookarounds with linear-time guarantees. The engine uses a derivative-based approach and minterm compression to achieve high performance and supports leftmost-longest matching with bidirectional scanning.

Why XML tags are so fundamental to Claude

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AI is making junior devs useless

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A developer expressed concern that AI is making it easy to build shallow competence, lacking real understanding of code and systems. Experienced developers value years of learning from mistakes, not just speed, and junior devs should focus on building intuition through struggle and deliberate learning.

You don't have to

https://www.scottsmitelli.com/articles/you-dont-have-to/conclusion.png
The author expresses frustration with the increasing reliance on AI-generated content and the devaluation of human connection and craftsmanship in the digital world. They argue that software engineering is an art and a science that requires care and attention to detail, and that the use of AI tools should not replace human expertise and judgment.
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The European Space Agency and partners successfully connected an aircraft to a geostationary satellite using laser communications, achieving error-free connections at 2.6 gigabits per second. This breakthrough enables seamless, high-speed connections for travellers and remote communities, laying the foundations for everyday technologies that depend on strong links.

Ape Coding [fiction]

https://rsaksida.com/images/og-image.ff8cd797.jpg
Ape coding is a software development practice where humans write source code manually, emphasizing craftsmanship and direct human involvement. It gained popularity as a reaction against AI-written software, but its value now lies in recreation and education, with enthusiasts building large-scale projects like a human-written compiler for the AI-designed programming language 𒀯.

Textadept

https://orbitalquark.github.io/textadept/assets/images/windows.png
Textadept has GUI and terminal versions with optional modules for extra features. It can be compiled from source or downloaded as pre-built binaries for various platforms.

We Built a Video Rendering Engine by Lying to the Browser About What Time It Is

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The user's company built a video renderer that captures web pages with animations by making the browser believe time moves only when they say it does, allowing for smooth video playback. The renderer uses a JavaScript file to replace the browser's time-related APIs, preprocesses the video server-side, and decodes it in-browser to produce a high-quality video file.

Little Free Library

https://littlefreelibrary.org/wp-content/uploads/2022/05/Umi-Vaughan-51773-Oakland-CA-1200x901.jpg
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Samsung Galaxy update removes Android recovery menu tools, including sideloading

https://9to5google.com/wp-content/uploads/sites/4/2026/02/galaxy-s26-ultra-privacy-display-3.jpg?quality=82&strip=all&w=1600
Samsung is removing some recovery menu options from its Galaxy phones, leaving only "Reboot system now," "Wipe data/factory reset," and "Power off." The reason for this change is unclear, but it may be related to tightening security.

Why does C have the best file API

The author rants about how programming languages neglect file access, requiring manual parsing and serialization. They praise C's memory mapping feature for efficient binary data access.

A new Polymarket account made over $500k betting on the U.S. strike against Iran

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Why is the first C++ (m)allocation always 72 KB?

The C++ standard library allocates a 72 KB "emergency pool" for exception handling at program startup, which is lazily initialized and can be disabled or configured via environment variables. This initial allocation is often misinterpreted as a memory leak, but is actually a normal behavior in C++ programs that link against libstdc++.

Waymo blocking ambulance during deadly Austin shooting

A Waymo self-driving car blocked an Austin-Travis County EMS ambulance during a mass shooting response, causing delays. The incident highlights concerns about Waymo's ability to handle emergency situations.

Intelligence is a commodity. Context is the real AI Moat

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The author attended an AI meetup where they discussed AI's impact on society and work, and the potential for an AI-first society where humans are no longer necessary. They believe humans will still find happiness in community and personal activities.

Raspberry Pi Pico as AM Radio Transmitter

A Raspberry Pi Pico microcontroller can be used to create a low-powered AM radio transmitter by producing a square wave at a specific frequency using its PIO feature. This allows for the emission of a single audio frequency at a time using On-Off Keying, as demonstrated by emitting the Shave and A Haircut melody on a 1000 KHz carrier.

How the Government Deceived Congress in the Debate over Surveillance Powers (2013)

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Senator Ron Wyden questioned Director James Clapper about NSA surveillance, and Clapper claimed "no" collection of data on millions of Americans. Clapper used a narrow definition of "collect" to justify his answer, which is different from the public's understanding.

Guilty Displeasures

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The author has guilty displeasures, things they dislike but feel they should like due to their self-image, such as opera and math. They're a snob who enjoys high culture but struggles with certain art forms.

Computer Says No

https://koenvangilst.nl/og?title=Computer%20Says%20No&description=When%20AI%20takes%20over%20the%20coding%2C%20a%20layer%20of%20knowledge%20disappears%20-%20not%20just%20for%20the%20user%2C%20but%20for%20the%20builder%20themselves.&type=blog
Richard Sennett's material consciousness emphasizes hands-on knowledge through touching and feeling materials. AI taking over coding may lead to a loss of deep knowledge and understanding of software systems.

Just two days of oatmeal cut bad cholesterol by 10%

https://www.sciencedaily.com/images/1920/wooden-spoon-rolled-oats.webp
People with metabolic syndrome who ate oatmeal for 2 days saw a 10% drop in LDL cholesterol and modest weight loss. The cholesterol benefits remained visible 6 weeks later due to changes in gut bacteria.

TorchLean: Formalizing Neural Networks in Lean

https://leandojo.org/torhcleanlogo.png
Researchers created TorchLean, a framework that treats neural networks as precise mathematical objects for verification and analysis. It unifies execution and verification with a shared semantics, enabling end-to-end formal verification of learning-enabled systems.

Guido van Rossum Interviews Thomas Wouters (Python Core Dev)

Thomas Wouters, a core Python developer, shares his story of how he first discovered Python through LambdaMOO, a text-based online community, and was drawn to its simplicity and ease of use. He reminisces about his early days on the Python-List, meeting other developers like Tim Peters and Fredrik Lundh, and contributing to the language, including implementing augmented assignment and working ...

This system can go fuck itself and burn in hell

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The user grew up in poverty, experiencing homelessness and relying on welfare programs, and despite working hard and achieving some success, they were unable to achieve financial independence or a simple life due to the extractive nature of the US system. They now own three houses in upstate New York, but still struggle to make ends meet and are forced to play the financial casino games to ...

Allegations of insider trading over prediction-market bets tied to Iran conflict

https://www.morningstar.com/assets/img/marketwatch.dad5abb.png
Prediction markets like Kalshi and Polymarket faced controversy over insider trading and sensitive markets tied to Iran's supreme leader. Traders made large profits from advanced knowledge of US and Israeli strikes on Iran, prompting calls for legislation to ban such practices.

Are the Mysteries of Quantum Mechanics Beginning to Dissolve?

https://www.quantamagazine.org/wp-content/uploads/2026/02/Qualia-Quantum-Machanics-cr-Michael-Waraksa-Lede.webp
Physicist Wojciech Zurek's book Decoherence and Quantum Darwinism offers a new explanation for how quantum mechanics transitions to classical physics. His theory, called quantum Darwinism, suggests that decoherence and entanglement lead to a unique classical world emerging from quantum probabilities.

Elevator Saga: The elevator programming game (2015)

Against Query Based Compilers

https://matklad.github.io/assets/2026-02-25-against-query-based-compilers/1.svg
Query-based compilers use incremental computations to optimize compilation by re-computing only affected parts of the code, but its effectiveness is limited by the dependency structure of the source language. Language designers can leverage language semantics to manually cut compilation tasks into coarse-grained chunks, making incremental compilation more efficient and effective.

The Cathode Ray Tube site

https://www.crtsite.com/image/fadenstrahlrohre.jpg
The Finebeam tube is used with Helmholtz coils to measure electron charge to mass ratio and was used in classroom demonstrations. It was made by the German NEVA factory until 1969.

South Korean Police Lose Seized Crypto by Posting Password Online

https://gizmodo.com/app/uploads/2026/03/bitcoin-outstretched-hands.jpg
South Korea's National Tax Service lost $4.8 million in crypto assets after publishing a press release with wallet seed phrases. The incident highlights the risks of full self-custody in crypto and the need for better understanding of virtual assets by law enforcement.

Show HN: I built a zero-browser, pure-JS typesetting engine for bit-perfect PDFs

https://raw.githubusercontent.com/cosmiciron/vmprint/main/documents/readme/manifesto-1.png
VMPrint offers a stable, high-performance alternative to headless browsers and HTML-to-PDF tools for generating PDFs. It composes documents from a versioned JSON instruction stream and guarantees identical layout given identical input.

On the Design of Programming Languages (1974) [pdf]

Running a One Trillion-Parameter LLM Locally on AMD Ryzen AI Max+ Cluster

https://www.amd.com/content/dam/amd/en/images/charts/4395050-text-generation-graph.jpg
To configure a Ryzen AI Max+ system for large-scale inference, set the kernel parameter to 120GB VRAM per node and install ROCm 7.0.2. Then, build llama.cpp and use the RPC engine to shard the model across nodes.

Apache Otava

https://otava.apache.org/img/social-card.png
Otava performs statistical analysis of performance test results stored in CSV files, PostgreSQL, BigQuery, or Graphite database. It finds change-points and notifies about possible performance regressions.

Mount Mayhem at Netflix: Scaling Containers on Modern CPUs

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Netflix's container runtime modernization hit a bottleneck due to CPU architecture, specifically global locks in the kernel's Virtual Filesystem (VFS) path lookup code, which caused high latency and failure rates when launching many layered container images in parallel. The issue was mitigated by changing the software design to minimize per-layer mount operations and by routing workloads to ...

Greg Knauss Is Losing Himself

https://shapeof.com/images/header-256.png
The author enjoys coding for the process, not just the end result, but feels pressure from AI and quick apps making their work seem less valuable. They're focusing on what makes their app unique, personality, feel, and polish, to stand out in a crowded market.

Billy bookshelves as a retro motherboard "rack"

https://rubenerd.com/files/2026/bookshelf-motherboards@1x.jpg
User discovered IKEA BILLY bookshelves can hold old computer motherboards. This setup allows for easy access and organization of projects without taking up desk space.

The Rust calling convention we deserve (2024)

Rust's current calling convention is conservative and passes arguments by pointer, even if they fit in registers. A new calling convention, -Zcallconv=fast, is proposed to pass arguments in registers for better performance.

My Favorite 39C3 Talks

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The 39th Chaos Communication Congress featured talks on hacking satellites, payment processor vulnerabilities, and CPU bugs. Talks also covered drone use in warfare and cloud security.

Evil in the West Bank

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Israeli settlers, backed by the government, have destroyed the Palestinian village of Ras al-‘Ain, forcing its residents to flee. The Israeli government's actions are part of a larger campaign of ethnic cleansing and erosion of democracy in the occupied territories.

Show HN: Rust compiler in PHP emitting x86-64 executables

https://opengraph.githubassets.com/e6e847d9522e4aba4cd8c5f98dbc54165c18943b8269020c0174e609bdaad654/mrconter1/rustc-php
A Rust compiler written in PHP compiles Rust code to x86-64 Linux ELF binaries directly. It's useful for shared hosting servers with PHP but no LLVM or assembler.

U.S. Races to Accomplish Iran Mission Before Munitions Run Out

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January in Servo: preloads, better forms, details styling, and more

https://servo.org/img/blog/2026-02-diffie.png
Servo 0.0.5 brings improvements in web platform features, including OGG media playback, non-px sizes for SVG elements, and navigator.sendBeacon() support.

Show HN: Audio Toolkit for Agents

https://raw.githubusercontent.com/shiehn/sas-audio-processor/main/assets/sas-audio-engine-graphic.png
A suite of 25 audio processing tools is exposed via DeclarAgent for use in Claude Code. The tools are installed and tested using Python and Pytest, with a self-contained binary built using PyInstaller.

US Military says 3 service members have been killed

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A missile struck a synagogue in central Israel killing at least nine people and prompting retaliatory strikes by Iran against several countries including the US, Israel, and Saudi Arabia. The conflict has resulted in multiple deaths and injuries, with oil prices rising and international leaders calling for diplomacy to resolve the crisis.

Welcoming Elizabeth Barron as the New Executive Director of the PHP Foundation

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Elizabeth Barron is the new Executive Director of The PHP Foundation, bringing community and leadership experience. She succeeds Roman Pronskiy, who transitions to JetBrains while remaining on the Board of Directors.

Big Breakfast Alters Appetite, Gut Health

https://static.cambridge.org/covers/BJN_0_0_0/british-journal-of-nutrition.jpg
A study found that higher-fibre and higher-protein breakfasts helped adults with overweight/obesity lose weight. The higher-protein diet suppressed appetite more effectively, while the higher-fibre diet improved gut health.

The Science of Detecting LLM-Generated Text (2024)

Pentagon Adopts Incel-Speak

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The US military and government are using language from incel and looksmaxxing communities, which originated from online forums like 4chan. This language promotes a nihilistic and misogynistic view of the world, where physical appearance and clicks are valued over empathy and human connection.

Show HN: Vertex.js – A 1kloc SPA Framework

Vertex is a 1kloc SPA framework that combines React, Ractive-Load, and jQuery features in a single, self-contained file. It can be used as a UMD module, CommonJS require(), or AMD define().

Two kinds of error

The user categorizes errors into expected and unexpected types, with expected errors being recoverable and unexpected errors indicating a bug that should crash the program. Expected errors include validation, network, and permission errors, while unexpected errors include assertion, logic, and null pointer exceptions.

I Built a Scheme Compiler with AI in 4 Days

User built a Scheme compiler to WASM called Puppy Scheme in a short time, achieving impressive results despite being alpha quality. The project includes a website and component model, with ongoing development and a website at puppy-scheme.org.

Lil' Fun Langs' Guts

https://i.lede.me/?title=Lil%27+Fun+Langs%27+Guts&lede=What%27s+inside+them%3F+Do+I+need+my+pancreas%3F&author=taylor.town&date=2026.03.01
The user discusses various aspects of programming languages, including lazy evaluation, curried languages, bootstrapped compilers, and type inference, with a focus on the design and implementation of small compilers. They also touch on topics such as error handling, parsing, and optimization, as well as the trade-offs between different design choices in language implementation.

Plugtest

Plugtests are events where manufacturers test their products' interoperability with others to ensure compliance with a standard and its effectiveness. These events can be formal or informal and help improve transparency on compliance and awareness about the standard.

Show HN: Effective Git

https://raw.githubusercontent.com/nolasoft/okgit/master/images/simplerepo.png
This document provides best practices for using Git, a tool for tracking changes in a repository, and emphasizes the importance of following simple rules to maintain a clean and effective history. It covers various Git commands, including status, fetch, diff, merge, rebase, and worktree, to help users manage their repository and resolve conflicts.

Dbslice: Extract a slice of your production database to reproduce bugs

https://raw.githubusercontent.com/nabroleonx/dbslice/main/docs/assets/logo.png
dbslice extracts specific database records following foreign key relationships. It can be installed globally with uv tool or pip install.

Malm Whale

Show HN: Logira – eBPF runtime auditing for AI agent runs

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logira is a Linux CLI that records AI agent runs via eBPF for auditing and review. It detects risky behavior patterns and provides a trustworthy execution trail.

Psychology: Who dont maintain many close friends, learned independence too early

https://www.bolde.com/wp-content/uploads/2026/02/shutterstock_1789733465-scaled.jpg
People who learned independence too early often develop hyperindependence, a pattern where they prioritize self-reliance over close friendships. This can lead to a life of solitude, even if they're competent and strong, because they struggle to let others in and rely on them.

Aura-State: Formally Verified LLM State Machine Compiler

You built Aura-State, an open-source Python framework that compiles LLM workflows into formally verified state machines using CTL Model Checking, Z3 Theorem Prover, and Conformal Prediction. This framework ensures safety properties, accurate budget extraction, and 100% proof obligations passed in a live benchmark.

Show HN: Terminal-Style Portfolio on the Internet

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Perplexity Business Fellow and AI developer from New Delhi, India, with expertise in AI, machine learning, and web development. He has created innovative projects like PolyThink, TREAT, and Backdooms, and participated in 20+ hackathons.

Working with memories can reduce fear of failure

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What’s in a name? (2014)

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The writer has a Russian name that translates to a folktale about a girl who turns her brother into a goat, but in Australia, people struggle to pronounce it correctly. She has learned to accept her sailing nickname "Dave" as part of her identity.

Show HN: React-Kino – Cinematic scroll storytelling for React (1KB core)

https://raw.githubusercontent.com/btahir/react-kino/main/apps/docs/public/hero.gif
react-kino is a React library for building cinematic scroll experiences. It provides a declarative API for composing scroll-driven components, with a tiny core engine under 1 KB gzipped.

TV's TV (1987) & TV Games Encyclopedia (1988)

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TV's TV was a 1987 Japanese TV program showcasing Western computer games, introducing the Amiga and Atari to Japanese audiences. The program's creators later produced a lavish book, TV Games Encyclopedia, documenting over 200 games and featuring interviews with industry pioneers.

6 Practices that turned AI from prototyper to workhorse (106 PRs in 14 days)

Using AI in software development involves enforcing a process with a state machine and annotating code, not editing it. This approach enables one engineer to produce what a team of 3-4 would do, with better code quality but longer development time.

A pretty looking web for a quantum mechanics tool

https://raw.githubusercontent.com/Jamessfks/mace/main/public/Demo4.png
A web-based tool called MACE allows users to run atomistic simulations without installation or command line, sharing results as permanent links. It features a user-friendly interface for drawing molecules, configuring models, and exploring results with 3D viewers and energy charts.