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Towards Data Science

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Build Your Own AI Coding Assistant in JupyterLab with Ollama and Hugging Face

  • Jupyter AI is a JupyterLab extension for generative AI that works seamlessly in different environments like Google Colaboratory and Visual Studio Code.
  • Setting up Jupyter AI involves creating a new environment, ensuring the latest versions of JupyterLab, and installing the Jupyter AI extension.
  • Jupyter AI supports model providers like Hugging Face and Ollama, offering a variety of models to work with.
  • While Jupyter AI integrates with Hugging Face models directly, Ollama provides a more reliable way to load models locally.
  • Ollama supports downloading and running pre-trained models locally, ensuring flexibility and ease of model usage.
  • You can also load custom models in Ollama by creating a Model File or directly use Hugging Face Hub models through Ollama.
  • Configuring Jupyter AI with a local model via Ollama involves selecting the provider and model ID in the Jupyter AI chat interface.
  • The AI coding assistant enables tasks like code autocompletion, debugging help, and code generation from scratch within JupyterLab.
  • Interact with the AI assistant through the chat sidebar or notebook cells using %%ai magic commands for various coding tasks.
  • Using a local model offers benefits like privacy, reduced latency, and decreased dependence on proprietary model providers with comparable performance.

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Hackernoon

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Raydium’s LaunchLab Tries to Fix Its Pump.fun Problem—Will It Work?

  • Raydium has announced the launch of its token launchpad, LaunchLab, which provides a seamless token launch experience.
  • LaunchLab offers linear, exponential, and logarithmic bonding curves to match the demand and price of a token.
  • Users can quickly create a tradable asset on LaunchLab and purchase tokens directly from the bonding curve, making token launches more accessible and efficient.
  • The fate of Raydium's revenue stream hangs in the balance as Pump.fun prepares to migrate to its in-house AMM, raising questions about Raydium's future strategy.

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Tech Radar

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Latest Meta Quest 3 software beta teases a major design overhaul and VR screen sharing – and I need these updates now

  • Meta has released the HorizonOS v76 update in its public test channel for Meta Quest 3, which includes new features.
  • The update introduces the use of the selfie camera in video calls, allowing users to use their Meta avatar in casual video calls through WhatsApp and Messenger.
  • The HorizonOS v76 update also hints at the ability to share windows with other users in Horizon Home and Worlds, similar to SharePlay on visionOS.
  • A major UI overhaul, codenamed 'Navigator', is expected to be released in v77 or later, promising to bring significant changes to the Quest 3 interface.

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Netflixtechblog

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HDR10+ Now Streaming on Netflix

  • Netflix is now streaming HDR10+ content for AV1-enabled devices, enhancing the viewing experience for certified HDR10+ devices.
  • The dynamic metadata in HDR10+ content improves picture quality and accuracy for viewers using these devices.
  • Netflix has been a pioneer in adopting High Dynamic Range (HDR) technology, producing and streaming shows and movies in HDR for over a decade.
  • By adding support for HDR10+, Netflix aims to enhance its HDR ecosystem, maintain creative intent, and provide a more immersive viewing experience.
  • AV1 video codec, utilized by Netflix, enables efficient streaming and higher visual quality for members.
  • Netflix plans to expand HDR10+ offerings to provide an HDR10+ experience for all HDR titles by the end of the year.
  • HDR formats like Dolby Vision, HDR10, and HDR10+ use metadata to guide display devices for optimal image quality.
  • HDR10+ with dynamic metadata allows for per-frame adjustments, preserving creative intent and enhancing visual fidelity.
  • To receive HDR10+, Netflix Premium plan subscription and AV1 & HDR10+ compatible devices are required.
  • Launching HDR10+ on Netflix was a collaborative effort involving multiple teams, emphasizing the commitment to innovation and quality.

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Medium

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Web3, NFTs, and the Metaverse: How Blockchain is Paving the Way for a New Digital Economy

  • Web3 is the foundation of a new decentralized internet that empowers individuals to own their data and control their digital identity.
  • NFTs (non-fungible tokens) unlock ownership and value in the digital world, allowing creators to monetize their work directly and giving users true ownership of digital assets.
  • The Metaverse is a decentralized digital realm powered by blockchain, where people can socialize, work, play, create, and transact in a fully immersive experience.
  • Web3, NFTs, and the Metaverse together represent a new digital economy characterized by ownership, transparency, and user empowerment.

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Pymnts

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Tabit Insurance Announces $40 Million Bitcoin-Centric Funding

  • Tabit Insurance has raised $40 million in capital, exclusively in bitcoin, for its insurance facility.
  • The use of bitcoin as a source of capital is seen as an innovative approach in the insurance sector.
  • Tabit's regulators and auditors can verify the funding in real-time, showcasing transparency.
  • Although the capital is held in bitcoin, Tabit's insurance policies and premiums will be denominated in US dollars.

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Engadget

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Google Drive is now available on Snapdragon-based Windows PCs

  • Google Drive is now available on Snapdragon-based Windows PCs.
  • The Drive app for Windows is now generally available for Snapdragon X chipsets.
  • Users can access their accounts through the Windows File Explorer app.
  • The native app is available for all Google Workspace customers and users with personal Google accounts.

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Pcgamer

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'No real human would go four links deep into a maze of AI-generated nonsense': Cloudflare's AI Labyrinth uses decoy pages to trap web-crawling bots and feed them slop 'as a defensive weapon'

  • Cloudflare has introduced the AI Labyrinth tool to battle web-crawling bots.
  • The tool links detected bots to AI-generated pages devoid of useful information.
  • AI Labyrinth acts as a honeypot to identify and fingerprint bad bots.
  • Cloudflare encourages users to opt in to improve the tool in future iterations.

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Hackernoon

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Arcium Partners With CoinList To Launch Fully Unlocked Community Round,Empowering Users From Day One

  • Arcium and CoinList have collaborated to launch a Community Round to enable data to move across the internet in a fully encrypted state.
  • The Community Round allows participants to have immediate control over their tokens, fully participate in governance, contribute to the network, and stake their tokens from day one.
  • Arcium aims to ensure high initial token float for effective network functioning, decentralization, and prevention of supply bottlenecks.
  • The Arcium Community Round is live on CoinList from March 24th to April 1st.

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Engadget

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Nothing’s Essential Spaces is an AI-powered app done right

  • The Nothing Phone 3a, along with its Essential Space app, offers a unique combination of hardware design and AI-powered features.
  • The Essential Space app functions as a screenshot gallery, notes app, to-do list app, and more, with AI-powered capabilities.
  • It organizes screenshots, creates to-do lists, transcribes voice recordings, and associates them with time and location data.
  • The app streamlines AI features and aims to make daily tasks and reminders easier, with potential for further functionality in the future.

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Medium

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I created a tool that beats AI detectors every time — GoUndetectAI.com

  • GoUndetectAI.com is a specialized tool that transforms AI-generated text into undetectable content while preserving the original meaning and document structure.
  • Users can upload a Word document with AI-generated text, choose a preferred style, and the tool's algorithms will rewrite the content to bypass AI detection.
  • The tool aims to support the use of AI in education by helping users improve their writing skills with AI assistance without being flagged by flawed detection systems.
  • GoUndetectAI consistently passes as human-written across major detection platforms and is not intended for unethical use or plagiarism.

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Hackernoon

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Ecotrader Introduces Blockchain-Powered Tokenization For Renewable Energy Investment

  • Ecotrader, a blockchain-based investment platform, is launching a tokenized model for renewable energy projects.
  • The platform aims to enhance accessibility, transparency, and liquidity in renewable energy markets.
  • Ecotrader offers fractional ownership of renewable energy projects and utilizes blockchain technology to simplify compliance procedures.
  • The platform aims to democratize access to sustainable investments and support the transition to a low-carbon economy.

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Infoq

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Java News Roundup: JDK 24, GraalVM for JDK 24, Payara Platform, Kafka 4.0, Spring CVEs, JavaOne 2025

  • Oracle released JDK 24 and Apache Kafka 4.0, GraalVM for JDK 24 with new features.
  • Liberica JDK 24 by BellSoft includes numerous bug fixes in JDK and JavaFX.
  • Project Loom's latest build enhances Java monitors for virtual threads.
  • Spring released milestone versions for various projects, with disclosed CVEs in Spring Security.
  • Payara's March 2025 Platform release features bug fixes, security patches, and new features.
  • Apache Kafka 4.0.0 includes client improvements and new features like SubscriptionPattern.
  • Hibernate ORM 7.0.0 beta migration to Jakarta Persistence 3.2 with JDK 17 support.
  • Kotlin 2.1.20 introduces a new K2 compiler kapt plugin and experimental DSL.
  • RefactorFirst version 0.7.0 by Jim Bethancourt prioritizes application refactoring.
  • JavaOne 2025 was held at the Oracle Conference Center featuring keynotes and labs.

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TheNewsCrypto

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DWF Labs Launches $250M Liquid Fund to Accelerate Web3 Adoption

  • DWF Labs has launched a $250 million Liquid Fund to accelerate the adoption of Web3.
  • The company has already invested more than $11 million in potential blockchain initiatives.
  • Investment sizes range from $10 million to $50 million per project.
  • The fund aims to provide strategic funding, ecosystem support, and comprehensive development plans for projects.

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Andrew Chen

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DoorDash's v1 was 8 PDF menus on a static HTML website

  • The early days of DoorDash, version 1.0, consisted of a static HTML page with 8 restaurant menus in PDF format and a Google Voice number.
  • The initial version was created in just 45 minutes, showcasing how simplicity can evolve into a widely-used product over time.
  • Lessons from implementing Minimum Viable Products (MVPs) over the past decade reveal common challenges like inconclusive testing and false negatives.
  • Product development struggles with competing in existing markets, inadequate user insights, and local optimization, among other issues.
  • Testing MVPs often leads to ambiguous results and can sometimes cause false restarts, requiring constant reevaluation and refinement of the product.
  • Creating follow-up tests is crucial but challenging due to the influence of previous tests on user perceptions and expectations.
  • Learning from existing successes and failures in a market can provide valuable insights for startups entering established sectors rather than pioneering new categories.
  • While MVPs have their place, some product categories and stages may not align well with the concept, especially in cases requiring significant upfront investment.
  • Overreliance on data over genuine customer insights poses a risk in product development, highlighting the importance of strategic judgment and qualitative understanding.
  • The startup journey involves shipping multiple MVPs, learning from failures, and iterating persistently to navigate the challenges of building a successful product over time.

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