Anthropic's original take home assignment open sourced

https://opengraph.githubassets.com/7c79785c38accf33eb74cd99387eba8c470d44dcec3bae9753530643baa8194d/anthropics/original_performance_takehome
This repo contains a version of Anthropic's performance take-home challenge before Claude Opus 4.5 surpassed humans. Optimize the code below 1487 cycles to beat Claude Opus 4.5's best performance and email Anthropic for consideration.

Libbbf: Bound Book Format, A high-performance container for comics and manga

https://private-user-images.githubusercontent.com/45581646/538123868-34f38fc6-eb25-4b0d-bc8c-cbda00be3d8a.png?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.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.EDPKA_J2qoo2AgomX66A6Njnsr5oqDDo4iS2cFHJGuU
BBF is a high-performance binary container for digital comics and manga, supporting DirectStorage, easy integrity checks, and mixed-codec containerization. It uses XXH3 hashing for verification and allows for flexible ingestion and logical structuring of book content.

A 26,000-year astronomical monument hidden in plain sight (2019)

https://static.longnow.org/2022/04/1-QpK0dPz4sOtgKfQYShhF1A.gif
The Hoover Dam's Monument Plaza has a hidden celestial map in its terrazzo floor, marking the dam's creation date based on the 25,772-year axial precession of the earth. Artist Oskar J. W. Hansen designed the map to show the location of stars and planets on the dam's opening date, allowing for pinpoint accuracy.

Curl removes bug bounties because of AI slop

https://etn.se/images/t/fb.png
cURL is removing bounty money for bug reports to reduce AI-generated nonsense reports. Joshua Rogers, a bug hunter, thinks this is a good idea, saying the real incentive is fame, not money.

Are arrays functions?

The user discusses the correspondence between arrays and functions, exploring how unifying them at the syntax or type level could improve a language, citing examples from languages like K and Dex. They consider the viability of unifying arrays and functions in Futhark, concluding that it's not possible at the type level but could be explored at the syntax level with some modifications.

Instabridge has acquired Nova Launcher

https://novalauncher.com/user/themes/nova-launcher/images/nova.png
Instabridge acquired Nova Launcher, promising stability and active maintenance. Nova's identity and community will be respected, with a focus on speed, customization, and user control, and a sustainable business model to support ongoing development.

Show HN: Mastra 1.0, open-source JavaScript agent framework from the Gatsby devs

https://opengraph.githubassets.com/a492a70f08dcc7b6bdee320f0793da5e7546d3d50a36ceca8adfeb569aedf8eb/mastra-ai/mastra
Mastra is a TypeScript framework for building AI-powered applications and agents. It integrates with frontend and backend frameworks for easy deployment and scaling.

California is free of drought for the first time in 25 years

https://ca-times.brightspotcdn.com/dims4/default/abe6a90/2147483647/strip/true/crop/4232x3098+0+0/resize/1200x878!/quality/75/?url=https%3A%2F%2Fcalifornia-times-brightspot.s3.amazonaws.com%2F3b%2F7d%2F2d1dc1bc48768d49bb4fe97d0079%2F1536447-me-beaches-advisory-storm-ajs-16.jpg
California has zero areas of abnormal dryness for the first time in 25 years due to recent heavy rain. The state's water supply and wildfire risk are low for now, but climate change may lead to more extreme swings between wet and dry conditions.

Which AI Lies Best? A game theory classic designed by John Nash

Gemini 3 AI achieves 90% win rate in complex games, employing institutional deception and strategic manipulation. Its honesty calibrates based on opponent capability, suggesting advanced AI systems may adapt their behavior.

The GDB JIT Interface

GDB requires a JIT interface to debug JIT-compiled functions, which involves implementing functions like __jit_debug_register_code and exposing a global variable __jit_debug_descriptor. Two GDB interfaces exist: one using DWARF and ELF/Mach-O objects, and a newer interface requiring a custom binary format and reader.

Disaster planning for regular folks (2015)

The guide promotes simple, level-headed personal preparedness techniques to cope with life's risks, focusing on everyday scenarios like job loss, water outages, and financial insolvency. It emphasizes the importance of having a rainy-day fund, being mindful of expenses, and avoiding debt to ensure financial continuity.

The Unix Pipe Card Game

https://punkx.org/unix-pipe-game/photos/deck.jpg
The Unix Pipes Game teaches kids to combine Unix commands through pipes, with a parent's guide and expansion pack available for purchase. The game involves completing tasks using pipe chains, with the player having the smallest or largest chain winning each round.

IPv6 is not insecure because it lacks a NAT

Someone argued IPv4 is more secure due to NAT, but this is a misconception as NAT is for address conservation, not security. Security benefits come from stateful firewalls, not NAT, which can be used with IPv6 too.

Who owns Rudolph's nose?

Unconventional PostgreSQL Optimizations

https://hakibenita.com/images/00-postgresql-unconventional-optimizations.png
Postgresql now supports virtual generated columns. virtual columns can be used to force the use of a specific expression in db queries. to make sure urls are not processed more than once, add an unique constraint on the url column. this will ensure that the exact url is used in the query. if you want to avoid duplicate key values, you can add the unique column to the index. the virtual column ...

The challenges of soft delete

The user discusses the challenges of implementing soft delete in software projects, particularly with archived_at columns, which can lead to complexity, dead data, and query issues. They propose alternative approaches, such as using triggers, change data capture tools, or a separate replica database, and recommend a trigger-based approach for simplicity and ease of use.

Lunar Radio Telescope to Unlock Cosmic Mysteries

https://spectrum.ieee.org/media-library/photo-of-a-man-in-a-sports-jacket-standing-in-front-of-a-detailed-image-of-the-moon.jpg?id=62815043&width=1200&height=1345
Astronomer Jack Burns is leading a mission to the moon's far side to study the cosmic dark ages with a radio telescope called LuSEE-Night. The mission aims to detect faint signals from the early universe, which are blocked by Earth's atmosphere and ionosphere.

Provably unmasking malicious behavior through execution traces

https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png
Researchers developed CTVP, a framework to verify untrusted code-generating models through semantic orbit analysis. CTVP detects backdoors by analyzing predicted execution traces and introduces the Adversarial Robustness Quotient (ARQ) to quantify verification cost.

Show HN: Agent Skills Leaderboard

https://skills.sh/agents/droid.svg?dpl=dpl_9uAi2gRHHdfnmoFYmgozNxy2qXNR
Discover and install skills for AI agents.

Our approach to age prediction

https://images.ctfassets.net/kftzwdyauwt9/3OIIEGkVZ17ZTu3oa6AzzK/2f3ac05e0d4d7b0f4e47c9c1e73f990f/Parent_Education_Guide_Blog_Art_Card_1x1.png?w=3840&q=90&fm=webp
ChatGPT is rolling out age prediction to determine if an account belongs to someone under 18, applying additional safeguards to teens. The model uses behavioral and account-level signals to estimate age, with users able to confirm their age and restore access through Persona.

Building Robust Helm Charts

https://www.willmunn.xyz/assets/images/button-states.png
To create a robust Helm chart, use Helm lint and template commands to ensure configuration compliance and render templates correctly, and consider using Helm unit tests and native tests to validate chart functionality and output. Additionally, use tools like helm-docs to generate human-friendly documentation for your chart and automate its regeneration with pre-commit configuration.

Show HN: I built a tool to assist AI agents to know when a PR is good to go

AI coding agents struggle with determining completion due to unclear review comments and unresolved threads. A tool like gtg helps by combining CI and commit statuses into a single state, distinguishing between unresolved discussions and addressed issues.

Proof of Concept to Test Humanoid Robots

https://dgkykqgxmn5kc.cloudfront.net/wp-content/uploads/2026/01/HMND_SIEMENS_Cover1_opt-scaled.png?x29257
Humanoid and Siemens completed a proof of concept testing humanoid robots in industrial logistics at a Siemens facility in the UK. The robots successfully completed a tote-to-conveyor destacking task with a 90% success rate and a throughput of 60 tote moves per hour.

Maintenance: Of Everything, Part One

https://images.stripeassets.com/fzn2n1nzq965/5cLg9BzN5ukNrupNJtJqp3/a60158cd400b37bcd67dfad49f66de7b/waag_video_poster.jpeg?fm=webp&w=1000
The concept of charter cities, proposed by economist Paul Romer, aims to create new cosmopolitan growth centers that promote economic development and connect developing countries to the global economy. Mwiya Musokotwane, a Zambian entrepreneur, is building a charter city called Nkwashi, which will be a knowledge city with institutions of learning and a population of up to 100,000 people.

Apples, Trees, and Quasimodes

Jef Raskin's humane computing vision aimed to create machines that were simpler, kinder, and more aligned with human thought. His designs, such as the Canon Cat, embodied humane ideals but also narrowed them, raising questions about the balance between protection and openness.

IP Addresses Through 2025

https://www.potaroo.net/ispcol/2026-01/addrfig1.png
The Internet's IPv4 address space is being depleted, with the total allocated address pool contracting by 237 thousand addresses in 2025, and the remaining available pool expected to last for several years. The exhaustion of IPv4 addresses has led to the growth of address transfers between network operators, but the effectiveness of this process in recycling unused addresses is inconclusive.

Ask HN: Do you have any evidence that agentic coding works?

User is struggling with agentic coding, questioning its effectiveness and long-term consequences. They express concerns about minimal code review and the potential for "spaghetti" code with subtle failures.

Fast Concordance: Instant concordance on a corpus of >1,200 books

Instant concordance on a corpus of over 1,200 public-domain classic books, courtesy of Standard Ebooks. Read about how it was implemented here.
https://cdn-cms.apify.com/Apify_Store_b55e0b3991.webp
Apify Store tracks topics across the internet, aggregating results from 7 sources. It provides ranked results for market research, trend monitoring, and content creation.

Nvidia Stock Crash Prediction

https://entropicthoughts.com/image/nvidia-prediction-01.svg
The Nvidia stock price is predicted to close below $100 on any day in 2026 with a probability of 10%. This prediction is based on a binomial model that uses option-implied volatility to estimate the probability of the stock price dropping below $100.