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OPENAI O3 AND O4-MINI

OpenAI has released the new o3 and o4-mini models, which improve ChatGPT's tool use and enable smarter, faster reasoning with integrated web search, file analysis, and image generation.

2025.04.17
links.tldrnewsletter.com3 min readTLDR AI

NVIDIA'S TEMPORALLY CONSISTENT VIDEO DIFFUSION

NVIDIA's EquivDM is a framework that enhances video diffusion by using consistent noise for better motion tracking and 3D-consistent outputs with fewer sampling steps.

2025.04.17
research.nvidia.com4 min readTLDR AI

INTELLECT 2 DISTRIBUTED TRAINING

Prime Intellect has trained a 32B network, fully distributed, with reinforcement learning for reasoning. It has open sourced a substantial amount of its code and useful libraries.

2025.04.17
primeintellect.ai17 min readTLDR AI

DEEPMATH DATASET

103K examples of highly filtered and decontaminated math problems for reasoning model training.

2025.04.17
github.comGitHub repositoryTLDR AI

PRIMA CPP

Prima CPP is an extension of llama.cpp that tries to enable mmaping of memory for large models to enable them to run on low RAM environments.

2025.04.17
github.comGitHub repositoryTLDR AI

TILE LANGUAGE

Tile Language is a concise domain-specific language designed to streamline the development of high-performance GPU/CPU kernels (e.g., GEMM, Dequant GEMM, FlashAttention, and LinearAttention). By employing a Pythonic syntax with an underlying compiler infrastructure on top of TVM, it allows developers to focus on productivity without sacrificing the low-level optimizations necessary for state-of-the-art performance.

2025.04.17
github.comGitHub repositoryTLDR AI

ASSORT HEALTH SECURES $26 MILLION

Assort Health, a leading AI platform for managing patient calls, has announced new funding, bringing total capital to $26 million, to accelerate its mission of improving healthcare access. The company's technology has led to 8x revenue growth since late 2024 by reducing call hold times and increasing appointment accuracy, evidenced by high patient satisfaction. Backed by prominent investors, Assort Health integrates with EHR systems, achieving a 99% scheduling accuracy and over a 90% resolution rate.

2025.04.17
assorthealth.com6 min readTLDR AI

HUGGING FACE UPDATED HELMET BENCHMARK

Hugging Face has expanded its HELMET benchmark to include more models and insights, helping researchers evaluate long-context LLMs like Phi-4 and Jamba 1.6.

2025.04.17
huggingface.co12 min readTLDR AI

GOOGLE USES AI TO CUT SCAM ADS BY 90%

Google's 2024 Ads Safety Report highlights how LLM upgrades blocked billions of bad ads, suspended 700K+ scam accounts, and reduced impersonation scams significantly.

2025.04.17
blog.google1 min readTLDR AI

SOUTH KOREAN PRESIDENTIAL CONTENDER VOWS TO PUSH CRYPTO

South Korean presidential candidate Hong Joon-pyo has pledged to aggressively reform crypto regulations to bolster the blockchain industry. As part of a broader “disruptive tech” initiative, he also plans to invest $35 billion over five years into AI, quantum computing, and other advanced technologies while integrating blockchain into public services.

2025.04.17
links.tldrnewsletter.com2 min readTLDR Crypto

COINBASE INSTITUTIONAL WARNS OF SIGNS THAT 'CRYPTO WINTER' IS COMING

Several converging indicators, including a 41% decline in altcoin market cap, a 50-60% drop in VC funding, and most tokens trading below their 200DMA, suggest a new crypto winter may be underway. While Bitcoin has been more resilient, broad market indicators like the COIN50 clearly demonstrate bearish trends amid ongoing macroeconomic headwinds and tariff pressures. Analysts indicate that a price floor might be established by mid-to-late Q2, with potential for improved market outlook in Q3.

2025.04.17
links.tldrnewsletter.com5 min readTLDR Crypto

OKX WILL OFFICIALLY EXPAND INTO THE US

OKX is expanding into the United States by launching its centralized crypto trading platform and wallet product and establishing a regional headquarters in San Jose. The expansion follows a $500 million DOJ settlement concerning allegations of operating without appropriate licenses. OKX is planning a phased nationwide rollout later in 2025, including migrating users of the affiliated US-based OKCoin exchange.

2025.04.17
links.tldrnewsletter.com3 min readTLDR Crypto

UNISWAP V4 INCENTIVES LAUNCH ON UNICHAIN

Uniswap v4 incentives are now live on Unichain, introducing major improvements like near-instant confirmations, MEV protection, and enhanced privacy for traders. With hooked pools, new interfaces, and expansion to more chains on the way, Uniswap is aiming to bring a DEX experience that matches centralized exchanges.

2025.04.17
links.tldrnewsletter.com1 min readTLDR Crypto

WHY CRYPTO DEVELOPER ACTIVITY IS DECLINING

Crypto developer activity is slowing down outside core areas like Bitcoin and stablecoins. Venture capital funding, especially in early stage rounds, have collapsed since its 2021-22 peak after heavy losses on speculative DeFi, NFT, and Metaverse bets, prompting most firms to treat crypto deals with skepticism. Despite this, VCs should continue backing crypto ventures, since long-term, slow-burn successes like Polymarket demonstrate the value of sustained capital support.

2025.04.17
open.substack.com12 min readTLDR Crypto

$OM SELL-OFF BREAKDOWN

A massive sell-off, triggered largely by aggressive shorting on Binance Perps and a mystery whale dumping millions on OKX, saw $OM (Mantra) lose 95% of its value in just hours. A deep-dive into the event revealed clues pointing to a long-time staker possibly linked to the chaos, suggesting the sell-off may have been more than just panic.

2025.04.17
links.tldrnewsletter.com13 min readTLDR Crypto

MOVEMENT NETWORK'S MARKET MAKER FRAUD AND CO-FOUNDER HIATUS

The Movement Network Foundation has initiated a third-party investigation into “market maker abnormalities” after Binance suspended a market maker involved in dumping approximately $38 million MOVE tokens with little buy-side activity. Amid these irregularities, co-founder Rushi Manche has reportedly taken a temporary leave of absence, with indications of disrupted communications and absence from key company events. The investigation, alongside a $38 million USDT buyback program, are efforts to compensate affected users, though general sentiment on the project remains low after multiple red flags.

2025.04.17
links.tldrnewsletter.com3 min readTLDR Crypto

WHAT HAPPENS TO A BLOCKCHAIN WHEN NOBODY USES IT?

A blockchain's long-term survival hinges on active user engagement, continuous development, and strong network incentives. Without these developments, even the most technically advanced chains can become ghost towns with minimal transactions and dwindling community support. Key health metrics include transaction volume, TVL, developer activity, and validator count.

2025.04.17
cointelegraph.com11 min readTLDR Crypto

EX-REVOLUT DUO'S BLEAP PARTNERS WITH MASTERCARD

Bleap, a fintech startup founded by former Revolut executives, has partnered with Mastercard to enable stablecoin payments like USDC across Mastercard's global network, bridging digital assets with traditional finance.

2025.04.17
links.tldrnewsletter.com6 min readTLDR Crypto

CHINA'S LOCAL GOVERNMENTS SELL SEIZED CRYPTO

Despite a national ban on crypto trading, Chinese local governments are selling seized crypto, including ~15K BTC valued at $1.4B, through private offshore firms to bolster public finances amid economic challenges.

2025.04.17
links.tldrnewsletter.com2 min readTLDR Crypto

AAVE MAY DEPLOY ON APTOS

Aave V3 may be coming to Aptos Mainnet, marking its first expansion beyond EVM-compatible chains.

2025.04.17
governance.aave.com17 min readTLDR Crypto

FIGMA SENT A CEASE-AND-DESIST LETTER TO LOVABLE OVER THE TERM ‘DEV MODE'

Figma sent a cease-and-desist to AI startup Lovable over its use of "Dev Mode" for a new feature. Figma trademarked the term last year, but it's widely used in software, including by Apple, Google, and Microsoft. Lovable CEO Anton Osika says they won't change the name, fueling debate over the trademark's validity.

2025.04.17
techcrunch.com4 min readTLDR Design

FIGMA HAS CONFIDENTIALLY SUBMITTED A DRAFT S-1 WITH THE SEC

Figma has confidentially submitted a draft S-1 registration statement to the U.S. Securities and Exchange Commission, signaling plans for a potential initial public offering. The company has not yet disclosed the number of shares or the price range for the offering. This submission allows Figma to prepare for going public, pending the SEC's review and approval process.

2025.04.17
figma.com1 min readTLDR Design

A CASE FOR SLOW GROWTH

Fast growth can look impressive, but it often lacks the strength and depth that come from time and repetition. Real expertise is built by consistently engaging with challenging problems, learning from each experience, and developing sound judgment through practice. True growth isn't about racing ahead - it's about steady, intentional progress that leads to lasting capability and confidence.

2025.04.17
uxdesign.cc7 min readTLDR Design

TOOLS DON'T DESIGN, PEOPLE DO (YES, THIS IS A LITTLE ABOUT AI)

The fundamental skills needed for interaction design remain unchanged despite the rise of AI tools. Skills should be defined independently of specific tools, focusing instead on behaviors and outcomes. While AI can enhance these skills, it lacks discernment, a critical quality for assessing context and appropriateness in design.

2025.04.17
petermerholz.com2 min readTLDR Design

SKILLS ARE THE NEW CURRENCY

Foundational human skills like discernment and creativity are becoming valuable as technology advances. The debates around consent and ownership in generative AI signify a shift where value lies in both production and individual approaches. The focus is shifting from what we create to how we create it, prompting us to consider the implications of our craft in a digital landscape.

2025.04.17
proofofconcept.pub7 min readTLDR Design

DEEP RESEARCH IN MINUTES

Sider Deep Research Agent mirrors human research by scanning over 100 sources, creating visual reports, highlighting key insights, and saving content to Wisebase, an AI knowledge base that grows with you.

2025.04.17
links.tldrnewsletter.comToolTLDR Design

ALL-IN-ONE JAVASCRIPT ANIMATION ENGINE

Anime.js is a fast, multipurpose, lightweight JavaScript animation library with a simple yet powerful API. It works with CSS properties, SVG, DOM attributes, and JavaScript Objects.

2025.04.17
animejs.comToolTLDR Design

DESIGNSHIFT: FROM MINDSET TO ACCESS

The "Mindset Myth" claims success comes solely from personal drive, overlooking systemic barriers and unequal access to resources. Design often targets individual problems instead of deeper issues like poverty and inequality. Refocusing on access by recognizing exclusion, using a systems lens, and centering marginalized groups can lead to more just and effective solutions.

2025.04.17
uxdesign.cc13 min readTLDR Design

DISPATCH FROM MILAN: LUXURY FASHION RULES THE DESIGN SCENE, SUSTAINABILITY IS STILL COOL, AND MODERNISM IS BACK

Milan Design Week 2025 featured immersive installations, sustainable innovation, and material storytelling. Fashion brands embraced holistic design, with circularity, craftsmanship, and modernist themes shaping exhibitions. From Google to Gucci, brands presented ambitious, thought-provoking work, reinforcing the event's global influence beyond interiors.

2025.04.17
links.tldrnewsletter.com8 min readTLDR Design

HOW TO BUILD A SCALABLE DESIGN PATTERN LIBRARY

A scalable design pattern library improves consistency, speeds development, and reduces costs. Key steps to creating one include setting goals, auditing components, applying atomic design, ensuring accessibility, standardizing naming, and thorough documentation. Strong collaboration and regular updates align design with development, starting small and expanding to support workflows and growth.

2025.04.17
uxpin.com7 min readTLDR Design

Sponsored

OF WEB DATA

Flashpoint's Threat Intelligence Report looks at +3.6 petabytes of data from the hardest-to-reach corners of the web — revealing 2.1B stolen credentials and 5,742 ransomware attacks in 2024, with five major RaaS groups responsible for nearly half.

2025.04.17
go.flashpoint.ioSponsorTLDR InfoSec

CVE, GLOBAL SOURCE OF CYBERSECURITY INFO, WAS HOURS FROM BEING CUT BY DHS

The Common Vulnerability and Exposures (CVE) repository, a 25-year-old program run by MITRE for DHS, serves as the global cybersecurity standard for identifying and documenting security vulnerabilities. Yesterday, there were rumors that MITRE's contract would expire, but it has received an 11-month extension from CISA, averting potential widespread disruption to vulnerability management worldwide.

2025.04.17
arstechnica.com3 min readTLDR InfoSec

APPLE FIXES TWO ZERO-DAYS EXPLOITED IN TARGETED IPHONE ATTACKS

Apple has released emergency security updates to patch two new zero-day vulnerabilities exploited in sophisticated attacks against iPhones. The first vulnerability is a flaw in CoreAudio, which can be exploited by processing an audio stream in a malicious file to execute remote code. The second vulnerability is a flawed RPAC that allows attackers with read or write access to bypass Pointer Authentication, which is a security feature to protect against memory vulnerabilities.

2025.04.17
bleepingcomputer.com2 min readTLDR InfoSec

HUGE RANSOMWARE CAMPAIGN TARGETS AWS S3 STORAGE

Security researchers have discovered a publicly accessible server containing 1,229 unique AWS credentials. Upon investigation, the researchers found that the active keys were used in S3 ransomware campaigns, where the attackers utilized SSE-C to encrypt S3 bucket data and demanded 0.3 BTC (~$25,000) per victim. In some cases, the highly automated attackers were willing to offer a “proof of decryption” test file restoration.

2025.04.17
links.tldrnewsletter.com3 min readTLDR InfoSec

EDV - ENDPOINT DETECTION & VIBES

EDV is a tool that feeds Windows Sysmon security events to Microsoft's Copilot AI through WebSocket connections, asking it to identify malicious activity. Testing with known attack techniques showed Copilot could detect about 40% of malicious events not blocked by Windows Defender, though with inconsistent results and false positives.

2025.04.17
tierzerosecurity.co.nz4 min readTLDR InfoSec

ACCESS DENIED? NOT ALWAYS! HUNTING IDORS AND ACCESS CONTROL FLAWS

IDOR vulnerabilities occur when attackers manipulate direct object references like IDs in URLs to access unauthorized data. As a common form of Broken Access Control, these flaws are prevalent in web applications, relatively easy to find, and highly impactful. This guide walks through how bug bounty hunters regularly exploit it.

2025.04.17
medium.com9 min readTLDR InfoSec

DETECTING C2-JITTERED BEACONS WITH FREQUENCY ANALYSIS

Frequency analysis is a technique that allows for the detection of anomalies in a set of data. This post details how Fourier Transforms can be used to shift data to the frequency domain and then detect C2 beaconing behavior. When a C2 beacon utilizes jitter to vary its periodicity, a sliding window must be used to properly detect the activity.

2025.04.17
diegowritesa.blog7 min readTLDR InfoSec

Sponsored

SYMBIOTIC BRINGS AI DETECTION, REMEDIATION, AND EDUCATION DIRECTLY INTO THE IDE

Developers are moving fast - your security should too. Symbiotic Security v1 [11] helps you ship secure code without slowing down. With AI-powered remediation, real-time contextual training, and an AI chat assistant built into your IDE, security works with developers to accelerate their flow. Teams can save an estimated $750+ per developer, per month. Speed and security, finally aligned. Get

2025.04.17
symbioticsec.aiSponsorTLDR InfoSec