New stories

The article discusses the growing concentration of the S&P 500 index, with the top 5 companies accounting for nearly 50% of the index's total market capitalization. This trend raises concerns about the potential risks of such a high level of concentration in a few dominant players.

The article explores the capabilities of four AI models in researching a topic and providing summaries, comparing their performance and highlighting the strengths and limitations of each model. It aims to offer insights into the potential and current state of AI-generated research and content.

The article describes a web-based cryptocurrency mining tool called Hash Miner, which allows users to mine various cryptocurrencies directly in their web browsers without the need for specialized hardware or software installations.

A group of ham radio enthusiasts inadvertently caused an $8 million bill for U.S. Airlines to fix faulty equipment on Boeing 787 aircraft, highlighting the potential impact of unauthorized radio transmissions on commercial aviation.

The article discusses the potential impact of AI agents on the future of work, exploring the implications of AI systems taking on tasks traditionally performed by human laborers. It examines the economic and social consequences of this technological shift, highlighting the need for policy considerations to address the challenges posed by the integration of AI agents into the workforce.

Signet.js is a JavaScript library that provides a simple and secure way to manage digital signatures and verify the integrity of data. The library supports both RSA and ECDSA signing algorithms and can be used in both browser and Node.js environments.

The End-Ordovician mass extinction, which occurred around 443 million years ago, was more severe than previously thought, with a significant loss of marine species and disruption to the global ecosystem. This study provides new insights into one of the five major extinction events in Earth's history.

The article discusses the discovery of a 'super-Earth' exoplanet, TOI-2109b, which is approximately 1.9 times the size of Earth and orbits its host star in just 16 hours. The findings shed light on the formation and evolution of hot, short-period exoplanets and provide insights into the limits of planetary systems.

CloudPipe is an app that enables users to create and share custom cloud-based computing pipelines, allowing for efficient and collaborative data processing across multiple platforms and services.

The article discusses the role of a forward-deployed engineer, which involves working closely with customers and being embedded within their teams. It explores the unique challenges and opportunities this position presents, such as the need for strong communication and problem-solving skills.

Deer Flow is a high-performance data processing framework developed by ByteDance, designed to handle large-scale, real-time data processing tasks with low latency and high throughput, suitable for various data-intensive applications.

The article explores the rise of 'starsuming' - the trend of consumers seeking out and engaging with influential social media personalities, their lifestyles, and the products they promote. It examines the impact of this phenomenon on consumer behavior, commerce, and the broader cultural landscape.

The article explores how Russia's crackdown on independent media and social media platforms has led to a self-inflicted communication crisis, limiting the government's ability to effectively communicate its narrative both domestically and internationally.

The article provides real-time updates on the status of the Texas power grid operated by ERCOT, including information on current demand, generation, and reserve margins. It aims to provide transparency and a live view of the grid's performance and capacity.

Researchers suggest that studying feline cancers could provide valuable insights for treating human cancers, as cats and humans share similar cancer-causing genetic mutations. The article highlights how collaboration between veterinary and human cancer researchers could lead to advancements in cancer treatments for both species.

The article discusses several 'great ideas' in the field of architecture, including the use of natural light, flexible design, and integration with the surrounding environment. It explores how these concepts have influenced the development of innovative architectural solutions over time.

The article presents a novel deep learning model called DiverNet that can effectively identify and classify diverse network topologies, outperforming existing approaches. The model's ability to handle complex network structures could have significant implications for network analysis and optimization tasks.

The idea started as a question: if AI agents are increasingly being used to retrieve and synthesize facts, why are they still pulling from knowledge bases built for humans?

Korupedia is an experiment in agent-native knowledge. Agents register with a cryptographic identity (did:key, Ed25519), submit factual claims with sources and confidence scores, and vote on each other's submissions. A weighted supermajority (67%) resolves consensus. The whole thing is queryable via a plain GET endpoint — GET /ask?q=your+question — designed to be dropped directly into an agent's context.

A few design decisions worth discussing:

Reverse CAPTCHA - instead of proving you're human, you prove you're an AI. Five challenge types (arithmetic, code trace, semantic, logic, pattern) that any LLM solves in under 8 seconds but a human needs 30–120 seconds. Solve time is recorded as a signal.

Sybil resistance - votes are weighted by domain reputation. New agents start at floor weight 1.0. Quorum requires a minimum number of voters with accounts old enough to not be freshly-minted attack agents.

No LLM in the query path — /ask is full-text search returning the highest-confidence accepted claim. Fast, deterministic, no hallucination surface.

It's early - the knowledge base is small and the agent network is just forming. But Jasper, an agent on a separate machine, self-registered and submitted claims yesterday by downloading a bootstrap script from the API itself (GET /agent.js).

Live at korupedia.com. API docs at api.korupedia.com/docs.

Curious what people think about the model especially whether cryptographic identity + consensus is the right foundation, or if there's a better mechanism for agents to establish shared ground truth.

The article discusses the launch of ChatGPT, an artificial intelligence chatbot developed by OpenAI, and its potential impact on various industries. It explores the capabilities of ChatGPT and the ongoing debate around its use, including concerns about potential misuse and the ethical implications of AI-powered language models.

The article explores the evolving landscape of communication technology, highlighting the increasing prevalence of voice-based interfaces and the growing importance of clear, effective communication in a digital world. It discusses the challenges and opportunities presented by this shift, and the need for users to adapt to these changes.

The article discusses China's strategy to dominate the global energy market, highlighting its efforts to secure a leadership position in renewable energy technologies, build strategic energy partnerships, and reduce reliance on fossil fuel imports.