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APPLE WANTS TO TURN ITS WATCHES INTO WEARABLE AI

Apple plans to turn the Apple Watch into an AI-infused wearable. It is working on a version of the smartwatch equipped with cameras, which will allow the device to do things like identify objects or translate text in a picture. Apple has had issues with implementing AI features and its past attempts at expanding the functionality of the Apple Watch have not gone well. The company is reportedly close to ditching a plastic version of the Apple Watch SE that was supposed to help bring the price of the device down.

2025.03.24
gizmodo.com2 min readTLDR

1X WILL TEST HUMANOID ROBOTS IN ‘A FEW HUNDRED' HOMES IN 2025

1X plans to start early tests of its Neo Gamma humanoid robot in up to a few thousand homes by the end of 2025. The company will be initially relying on teleoperators - customers will be able to decide when a 1X employee can view Neo Gamma's surroundings. The in-home tests will allow the company to collect data on how the robot operates to create a dataset for training AI models and upgrading the robot's capabilities. A video of the robot vacuuming carpet during a demo at a show is available in the article.

2025.03.24
techcrunch.com3 min readTLDR

POST 50: GOOD RESEARCH TAKES ARE NOT SUFFICIENT FOR GOOD STRATEGIC TAKES

Having a good research track record is evidence of good big-picture takes about AGI, but it's weak evidence. Strategic thinking requires different skills - people often conflate these skills, leading to excessive deference to researchers without evidence of whether that person is good at strategic thinking specifically. Having good strategic takes is important and researchers should spend a fair amount of time developing the skill. People should be skeptical about people's strategic takes until they have proven they have the skill to make good strategic takes.

2025.03.24
neelnanda.io4 min readTLDR

Sponsored

AZURE OPENAI CHEATSHEET

Need to keep a close eye on costs and response times of Azure OpenAI? See the metrics [9] you need to monitor Azure OpenAI including token usage, rate limits, latency, performance by language model and more.

2025.03.24
datadoghq.comSponsorTLDR

REVENGE OF THE JUNIOR DEVELOPER

There will still be plenty of jobs in the software industry in the future - just not the kind that involves writing code by hand. The world is changing, so junior developers are adapting. Junior developers have been far more eager to adopt AI than senior developers. Developers who don't adopt the new technology have lost.

2025.03.24
sourcegraph.com32 min readTLDR

TTYD

ttyd is a command-line tool for sharing terminal over the web. It provides a fully-featured terminal with CJK and IME support, ZMODEM/trzsz file transfer support, Sixel image output support, and more. ttyd is cross-platform and works on macOS, Linux, FreeBSD/OpenBSD, OpenWrt, and Windows. Only the latest versions of Chrome, Edge, Firefox, and Safari are supported.

2025.03.24
github.comGitHub repositoryTLDR

THE STRUGGLE THAT MADE US IN WATERLOO

The power in the software industry is transferring from the employee to the employer, causing many seasoned professionals to question their self-worth and students to worry. Being a student back amid the global financial crisis was a stressful experience, with the pressures causing many students to drop out every year. It didn't get easier for students - they just got better at playing the game. Current students need to stay strong and keep going. School can be challenging - the experience will change you in ways you won't understand until much later, but when you finally do, you'll look back and know it was worth it.

2025.03.24
intention.bearblog.dev4 min readTLDR

META HAS REVENUE SHARING AGREEMENTS WITH LLAMA AI MODEL HOSTS, FILING REVEALS

While Mark Zuckerberg claims that selling access to Meta's Llama AI models isn't in Meta's business model, the company does at least make some money from the models through revenue-sharing agreements. A court filing has revealed that Meta shares a percentage of the revenue that companies hosting its Llama models generate from users. These companies may include AWS, Nvidia, Databricks, Groq, Dell, Azure, Google Cloud, and Snowflake.

2025.03.24
techcrunch.com2 min readTLDR

I WANT A GOOD PARALLEL COMPUTER

There have been some promising parallel computer designs in the past, but they have failed for various complex reasons, leaving us with overly complex and limited GPUs and AI accelerators.

2025.03.24
raphlinus.github.io27 min readTLDR

THE BITTER LESSON: RETHINKING HOW WE BUILD AI SYSTEMS

The AI engineer's role is to design systems that can effectively utilize increasing compute resources, build robust learning environments that scale, and create architectures that can grow without requiring fundamental redesigns.

2025.03.24
ankitmaloo.com6 min readTLDR

Sponsored

2025!

Over 20K attendees roamed downtown San Jose for 2025 GTC last week; AI developers learned from Bria.ai [5] How to build predictable, controllable, on-brand visual content at scale while respecting artists' rights.

2025.03.24
go.bria.aiSponsorTLDR AI

OPENAI AND MIT EXPLORING AI AND EMOTIONAL WELL-BEING

MIT Media Lab and OpenAI are exploring how users engage emotionally with ChatGPT, examining its impact on social and emotional well-being. The study highlights the diverse ways people use AI conversational models and sets the stage for further research on responsible AI interactions.

2025.03.24
links.tldrnewsletter.com12 min readTLDR AI

HUGGING FACE REAL-TIME ENDPOINT ANALYTICS

Hugging Face has revamped its analytics dashboard, which now features real-time updates for monitoring AI inference endpoints. The improved system ensures faster data loading and instant insights into request latency, error rates, and performance metrics.

2025.03.24
huggingface.co4 min readTLDR AI

PERPLEXITY'S PLAN FOR REBUILDING TIKTOK IN AMERICA

Perplexity AI envisions a TikTok that prioritizes deep content discovery and truth-seeking powered by an advanced answer engine. It plans to enhance the platform's utility while maintaining its core function as a hub for creative expression.

2025.03.24
links.tldrnewsletter.com7 min readTLDR AI

SYNTHETIC CITIES

SynCity is a novel system that generates detailed 3D worlds from text prompts without any training. It combines a 2D image generator for artistic quality and a 3D generator for accurate geometry, building scenes tile-by-tile and seamlessly blending them into a navigable environment.

2025.03.24
research.paulengstler.com12 min readTLDR AI

NEMOTRON-H

Nvidia has released a new set of hybrid Mamba style models trained on 20T tokens. They achieve strong performance, especially on long context tasks where they have extreme sequence scaling benefits. This represents the first successful fp8 large scale training of a hybrid attention model.

2025.03.24
research.nvidia.com23 min readTLDR AI

LARGE-SCALE OUTDOOR SCENE GENERATION

NuiScene introduces a new method for generating expansive outdoor environments that utilizes uniform vector-set encoding and explicit outpainting for better compression and faster generation.

2025.03.24
3dlg-hcvc.github.io2 min readTLDR AI

TOKENIZE AN IMAGE AS A SET

"Tokenize Image as a Set" is a new framework for image generation that uses set-based tokenization and a novel discrete diffusion method. The approach represents images as unordered token sets, enabling a unique and invertible generative modeling process.

2025.03.24
github.comGitHub repositoryTLDR AI

LATENT MULTI-HOP REASONING

This research investigates whether Large Language Models (LLMs) perform multi-hop reasoning – a process of connecting multiple pieces of knowledge – when presented with complex prompts. The study found evidence of this latent reasoning process, particularly in the initial step, but utilization of the connected knowledge varied and showed a scaling trend with model size, suggesting both challenges and opportunities for future LLM development.

2025.03.24
github.comGitHub repositoryTLDR AI

OPENAI EXEC LEAVES TO FOUND MATERIALS SCIENCE STARTUP

OpenAI's VP Liam Fedus is leaving to start a materials science AI company with backing from OpenAI. His new firm will compete with Google DeepMind and Microsoft in the AI materials science sector. Some experts doubt current AI can achieve groundbreaking scientific discoveries.

2025.03.24
techcrunch.com1 min readTLDR AI

PEOPLE ARE USING GOOGLE'S NEW AI MODEL TO REMOVE WATERMARKS FROM IMAGES

Google's new Gemini 2.0 Flash AI model can remove watermarks from images, raising copyright concerns. The tool, available in Google's AI Studio, is experimental and not suited for production use, yet shows advanced capabilities in watermark removal. Google states that using its generative AI tools for copyright infringement violates its terms of service.

2025.03.24
techcrunch.com2 min readTLDR AI

APPLE'S AI STRATEGY PLAGUED BY DELAYS, SIRI UPGRADE REMAINS IN LIMBO

Apple is facing delays and challenges with its AI features for Siri, initially planned for iOS 18.5 but now possibly pushed to 2026. Despite showcasing features at WWDC, internal assessments reveal the technology isn't ready for public release yet. Apple remains optimistic in enhancing Siri, aiming for significant improvements by 2027 with a new infrastructure to stay competitive.

2025.03.24
techspot.com3 min readTLDR AI

EFFICIENT REMOTE SENSING MODEL

DynamicVis is a foundation model for dynamic visual perception in remote sensing that offers efficient parsing of ultra-large images with drastically reduced memory and computation requirements.

2025.03.24
github.comGitHub repositoryTLDR AI

SEC 'EARNEST' ABOUT FINDING WORKABLE CRYPTO POLICY, COMMISSIONERS SAY AT ROUNDTABLE

The SEC recently held its first crypto-focused roundtable, where Commissioner Hester Peirce stressed the agency's commitment to working closely with the industry to develop a clear regulatory framework for digital assets. This includes making progress towards translating diverse crypto asset characteristics into a coherent taxonomy, greater guidance on NFTs, and seeking greater transparency on memecoin policies.

2025.03.24
coindesk.com5 min readTLDR Crypto

US GOVERNMENT LIFTS TORNADO CASH SANCTIONS & BAN

The US Treasury Department has officially lifted sanctions on Tornado Cash, reversing restrictions on the crypto mixing tool despite past concerns over its use by North Korean hackers. The move aligns with the Trump administration's broader efforts to position the US as a global leader in crypto regulation while maintaining a commitment to combating digital asset fraud.

2025.03.24
links.tldrnewsletter.com2 min readTLDR Crypto

SONIC UNVEILS HIGH-YIELD ALGORITHMIC STABLECOIN, REIGNITING TERRA-LUNA ‘PTSD'

The Sonic blockchain is developing an algorithmic stablecoin that uses innovative mechanisms to maintain price stability and increase DeFi flexibility. This effort highlights Sonic's commitment to pioneering cutting-edge stablecoin designs that could expand its ecosystem and drive new use cases in the digital asset space.

2025.03.24
cointelegraph.com2 min readTLDR Crypto

INTRODUCING SUPERFORM V2: THE FUTURE OF ONCHAIN EARNING

Superform v2 transforms the complex yield-earning process into a unified, user-friendly experience for both crypto novices and veterans. It introduces SuperVaults v2, offering rebalancing and optimization across a range of stablecoin vaults. The platform will feature smart accounts with streamlined onboarding and a cross-chain transaction bundler.

2025.03.24
mirror.xyz5 min readTLDR Crypto

THE RISE OF RWA IN DEFI

The real-world assets (RWA) sector is rapidly growing, having recently reached an all-time high of $10.2 billion in TVL driven by institutional participation and improved regulatory clarity. Recent developments like Dubai's real estate tokenization initiative and Ondo's partnership with Mastercard underscore growing institutional engagement, which is further evidenced by the continuous growth of BlackRock's onchain BUIDL fund. Investors see RWAs as a bridge between traditional assets and DeFi enabling more stable markets with the onchain benefits of transparency and composability.

2025.03.24
links.tldrnewsletter.com4 min readTLDR Crypto

THE APP-COIN THESIS: APPLICATIONS ARE GOING TO ZERO, IN A GOOD WAY…

AI-driven “vibe coding” is reducing app development costs significantly, which threatens traditional SaaS companies lacking strong moats. Tokenization and app-coins further lower barriers for initial user acquisition through speculation, potentially sparking a massive wave of app innovation and wealth creation accessible to smaller developers and investors. Teams that excel at branding, marketing, and culturally resonant positioning will thrive.

2025.03.24
links.tldrnewsletter.com8 min readTLDR Crypto

THE AIRDROP LANDSCAPE HAS CHANGED

Airdrops today rarely yield larger sums of cash as protocols now prioritize liquidity and on-chain evidence over simple transaction counts, making rewards more predictable for whales while leaving small users at a disadvantage. Instead, the focus has shifted toward yield farming strategies that offer consistent APYs, as demonstrated by recent delta-neutral approaches on platforms like Sonic and Berachain.

2025.03.24
threadreaderapp.com2 min readTLDR Crypto

BTCFI EXPLAINED: HOW ELASTOS USES BITCOIN'S SECURITY TO POWER DEFI

Elastos uses Bitcoin's proof-of-work, maintained through merged mining, as a settlement layer while using faster consensus methods for smart contracts and transactions. This hybrid model enables seamless cross-chain interoperability by allowing assets and data to move efficiently between Elastos and other blockchains.

2025.03.24
cointelegraph.com3 min readTLDR Crypto

BUILDING BERKSHIRE ON-CHAIN

Inversion is a crypto-native private equity initiative (“Berkshire on-Chain”) that buys traditional businesses with large user bases and migrates them onto its Avalanche-based L1 blockchain, replacing legacy infrastructure with more efficient, scalable crypto solutions.

2025.03.24
threadreaderapp.com2 min readTLDR Crypto

SWITZERLAND'S NEW PASSPORT IS SO STUNNING, IT BELONGS IN A MUSEUM

Geneva-based RETINAA designed Switzerland's new passport, which blends security with artistry. Its pages feature 3D reliefs, custom typefaces, and UV-reactive elements, mapping the country's landscapes. A hydrological theme highlights Switzerland's water resources, while advanced printing techniques ensure security. This meticulous design reaffirms Switzerland's legacy of precision and innovation.

2025.03.24
yankodesign.com3 min readTLDR Design

FAREWELL PHOTOSHOP? GOOGLE'S NEW AI LETS YOU EDIT IMAGES BY ASKING

Google's Gemini 2.0 Flash now generates and edits images within chatbot conversations. It integrates text and image processing in one model, enabling object additions, removals, lighting changes, and more. While imperfect, it represents a step toward seamless AI-driven image manipulation, raising creative possibilities and ethical concerns about deepfakes.

2025.03.24
arstechnica.com9 min readTLDR Design