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SCARCITY AND ABUNDANCE IN 2025

Consumers adopt a new S-curve when they are both overserved by what exists already and also underserved by the existing solution - and like the new thing because it's cheaper and better. Right now, code is capital, but going forward, the true capital asset will be big models and chips - things that you can finance and rent. We are now solidly in the agent S-curve - this will change how we think about software businesses and their profit potential.

2025.03.28
alexdanco.com20 min readTLDR

APPLE NEEDS A SNOW SEQUOIA

Snow Leopard was an update released two years after macOS Leopard that added very little and took a lot away. It was one of the most solid software releases Apple has ever put out. Snow Leopard improved the underlying system while shrinking it in size. Apple's latest releases are screaming for such a reset - they feel like software developed by people who don't actually use that software. Snow Leopard's clean-up paved the way for years of solid, reliable upgrades - spring cleaning would make the Mac, iPhone, and iPad really shine.

2025.03.28
reviews.ofb.biz7 min readTLDR

FIVE THINGS AI WILL NOT CHANGE

Even with powerful AI, there will still be many AIs, there will be malicious AI, abundance will not be evenly distributed, politics will be deeply divided, and we will not be 'ants' relative to AI.

2025.03.28
metastable.org9 min readTLDR

Sponsored

HOW AI IS CHANGING SEARCH, FROM BACK-END TO FRONT

The early days of search were heavily keyword-based. Later, ML and NLP enabled search engines to interpret the semantics behind queries, allowing for more accurate and contextually relevant results.

2025.03.28
resources.algolia.comSponsorTLDR AI

OPENAI EXPANDS CYBERSECURITY GRANT PROGRAM

OpenAI has outlined its ongoing efforts to support AI-native cybersecurity research. They now include microgrants and expanded areas like model privacy and agentic security.

2025.03.28
links.tldrnewsletter.com6 min readTLDR AI

CLAUDE 3.7 SONNET USAGE TRENDS IN LABOR

Anthropic's latest report revealed how Claude 3.7 Sonnet is used across coding, education, and healthcare tasks. It offers new insights into how AI augments or automates different occupations.

2025.03.28
links.tldrnewsletter.com8 min readTLDR AI

DIFFUSION-BASED COUNTERFACTUALS

This paper introduces two methods that use diffusion models to generate counterfactual explanations in image regression tasks, highlighting trade-offs in sparsity and quality between pixel and latent space approaches.

2025.03.28
arxiv.org28 min readTLDR AI

MIXTURE-OF-MAMBA

Mixture-of-Mamba introduces modality-aware sparsity to state-space models (SSMs), enabling efficient multi-modal pretraining. It achieves similar performance to Transformers with significantly lower computational cost across text, image, and speech modalities.

2025.03.28
arxiv.org16 min readTLDR AI

OPEN PROBLEMS IN MECHANISTIC INTERPRETABILITY

A great paper that talks through some of the challenges and unsolved problems facing the field when trying to understand how knowledge and skills are represented internally in a language model.

2025.03.28
arxiv.org24 min readTLDR AI

MEASURING INTERNAL BIAS IN VISION MODELS

A new metric that uses attention maps to quantify internal bias in vision models. It is capable of identifying confounding features and going beyond group-based accuracy disparities.

2025.03.28
github.comGitHub repositoryTLDR AI

GUIDANCE-FREE TRAINING FOR IMAGE MODELS

Guidance-Free Training (GFT) removes the need for Classifier-Free Guidance (CFG) in visual generative models, reducing computational cost without sacrificing performance. Unlike distillation-based approaches, GFT trains from scratch and requires minimal modifications to existing codebases.

2025.03.28
arxiv.org14 min readTLDR AI

A UNIVERSAL INTERATOMIC POTENTIAL

PET-MAD is a universal interatomic potential model trained on the MAD dataset that is capable of predicting energies and forces for complex materials modeling across the periodic table.

2025.03.28
github.comGitHub repositoryTLDR AI

HUGGING FACE CUSTOM RERANKER TRAINING

This post walks through how to fine-tune high-performing reranker models using Sentence Transformers 4.0, outperforming many large public rerankers with smaller, specialized versions.

2025.03.28
huggingface.co22 min readTLDR AI

AI PREDICTION MODEL IS A MAJOR BREAKTHROUGH IN WEATHER FORECASTING

Aardvark Weather, developed by the University of Cambridge, offers rapid AI-driven weather forecasting on desktop computers while needing less data and computing power than traditional models. It surpasses conventional systems like the U.S. GFS in accuracy across multiple metrics and provides customizable, location-specific predictions. The system's accessibility democratizes forecasting, making it viable even in regions with limited infrastructure.

2025.03.28
earth.com5 min readTLDR AI

XR TRAINING WITH LLAMA-POWERED SIMULATIONS

Cornerstone is transforming enterprise training with XR and the Llama 3.1 model, enabling the fast creation of personalized simulations that feature intelligent virtual mentors and real-time multilingual capabilities.

2025.03.28
ai.meta.com7 min readTLDR AI

ETHEREUM EDGES CLOSER TO DEPLOYING PECTRA ON MAINNET

Ethereum's Hoodi testnet successfully implemented the Pectra upgrade, finalizing approximately 30 minutes post-activation. This achievement brings Ethereum closer to deploying Pectra on the mainnet, aiming to improve usability and scalability by reducing data availability costs.

2025.03.28
links.tldrnewsletter.com2 min readTLDR Crypto

U.S. HOUSE STABLECOIN BILL GOES LIVE IN FLURRY OF CRYPTO ACTIVITY ON CAPITOL HILL

The House of Representatives has released its version of stablecoin oversight legislation, known as the STABLE Act, to regulate the issuance of dollar-denominated digital tokens. It requires coins to be backed by high-quality liquid assets, allows them to be issued by depository institutions or state-regulated entities, and imposes a moratorium on algorithmic stablecoins for two years. The bill is part of a larger legislative effort to bring more clarity to the crypto industry and overturn IRS regulations impacting DeFi brokers. Lawmakers at the DC Blockchain Summit have expressed optimism about finalizing these frameworks by August.

2025.03.28
coindesk.com3 min readTLDR Crypto

RIPPLE AND CHIPPER CASH JOIN FORCES

Ripple has partnered with African fintech Chipper Cash to enable faster, lower-cost, crypto-enabled cross-border payments into Africa using Ripple Payments infrastructure. This collaboration expands Ripple's presence on the continent and uses blockchain to improve financial inclusion and efficiency for Chipper Cash's 5 million users (across 9 countries).

2025.03.28
ripple.com2 min readTLDR Crypto

SONY'S SONEIUM BLOCKCHAIN, ANIMOCA BRANDS BRING ANIME TO WEB3

Sony (Soneium) is working with Animoca Brands to integrate anime culture into Web3 by introducing Anime ID, a decentralized identifier and reputation layer for anime and manga enthusiasts. This collaboration aims to increase user engagement by allowing fans to use their Anime IDs across various Dapps on the Soneium blockchain.

2025.03.28
cointelegraph.com3 min readTLDR Crypto

AI X CRYPTO THESIS 2025

Decentralized onchain AI models will introduce commoditized cognition, which will fundamentally reshape how AI is built, deployed, and monetized. Traditional pre-training has hit a plateau, which is driving a shift toward specialized fine-tuning, advanced inference-time compute, and memory innovations. Onchain AI models can unlock novel mechanisms like revenue-sharing and collateralized lending to attract institutional investment and community participation.

2025.03.28
threadreaderapp.com4 min readTLDR Crypto

STABLE ACT OF 2025: A FEW TAKEAWAYS

The STABLE Act of 2025 introduces strict regulations for stablecoins, requiring issuers to be banks, credit unions, or approved nonbanks with 1:1 reserves in cash, T-bills, or other safe assets. It also bans algorithmic stablecoins for two years, allows states to set their own (but stricter) rules, and includes a two-year registration grace period.

2025.03.28
threadreaderapp.com2 min readTLDR Crypto

WORLD LIBERTY FINANCIAL PITCHES ITS STABLECOIN IN WITH DON JR.

The Trump Family's DeFi protocol, World Liberty Financial, has announced a stablecoin, USD1, at the DC Blockchain Summit. Donald Trump Jr. endorsed its potential to improve financial systems. It is set to launch on Ethereum and BNB Chain. The new stablecoin comes as lawmakers continue to move toward sensible stablecoin regulation.

2025.03.28
coindesk.com3 min readTLDR Crypto

AI'S BIGGEST GRASSROOTS MOMENT

Grass Network utlilizes a decentralized web scraping system that incentivizes participants to contribute unused internet bandwidth to create structured, verifiable datasets for AI training. The platform tackles challenges in data quality and accessibility – like data poisoning and monopolized data – by using residential IPs and blockchain-based provenance tracking. It has expanded to 3 million users and billions of URLs indexed. Future upgrades promise a 10x boost in processing speeds and support for multimodal data.

2025.03.28
links.tldrnewsletter.com22 min readTLDR Crypto

STUDIO GHIBLI MEMES SHOW OPENAI'S NEW IMAGE GENERATOR IS OUT OF CONTROL

AI is under fire again, this time for turning memes and historic moments into Studio Ghibli-style art, despite Ghibli legend Hayao Miyazaki's well-known dislike for AI-generated images. The trend has taken off on social media, with people using OpenAI's latest tool to give everything from personal photos to political events a whimsical, animated twist. While some AI tools limit style mimicry, OpenAI appears to replicate the iconic Ghibli look convincingly without restriction.

2025.03.28
creativebloq.com2 min readTLDR Design

THE LUMON TERMINAL PRO COMPUTER POPS UP ON APPLE'S WEBSITE

Apple has added the fictional Lumon Terminal Pro computer from its hit show Severance to its retail website, but it's not for sale. The listing serves as a clever promotion for Apple TV+, which is bundled as a free three-month trial with Mac purchases, tying into Apple's broader push into services. Apple has launched several Severance-themed promotions, including a behind-the-scenes short film, free content, and more.

2025.03.28
techcrunch.com1 min readTLDR Design

LEAKED IOS 19 SCREENSHOT REVEALS POTENTIAL INTERFACE

A leaked screenshot suggests Apple's iOS 19 Messages app redesign, which features rounded, glass-like UI elements, isn't drastically different. YouTuber Jon Prosser shared the image. Bloomberg's Mark Gurman warns that leaks like these may not reflect the final version. More details are expected at Apple's WWDC event on June 9.

2025.03.28
mashable.com2 min readTLDR Design

THE DEATH OF DRIBBBLE: WHY DESIGNERS ABANDONED THEIR FAVORITE PLATFORM

Dribbble, once a thriving design community, has faded due to business decisions that prioritize profit over creativity. New policies restricted designer exposure, and monetization efforts alienated users. Some argue that the design industry has changed, now favoring systematization over experimentation. Alternatives like Contra are emerging, but whether design culture can reclaim its past vibrancy remains uncertain.

2025.03.28
uxplaybook.org7 min readTLDR Design

WHY JAMES VICTORE WANTS DESIGNERS TO BE MORE WEIRD

James Victore's Hey Weirdo! explores the power of embracing weirdness, tracing its roots and offering exercises to help individuals reconnect with their unique creativity. He shows how reclaiming one's weirdness can lead to greater authenticity, innovation, and a stronger sense of humanity—especially in a world increasingly influenced by AI.

2025.03.28
designweek.co.uk9 min readTLDR Design