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AI WILL NOT SUDDENLY LEAD TO AN ALZHEIMER'S CURE

THE RISE OF VERTICALIZED AI COWORKERS

AI coworkers are emerging across industries, focusing on repetitive tasks in sectors like finance, healthcare, and logistics. They integrate into existing workflows, take over specific tasks with human oversight, and are priced based on usage or outcomes. Key areas include document processing, voice-based interactions, content creation, and information retrieval.

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QWEN-IMAGE: CRAFTING WITH NATIVE TEXT RENDERING

Qwen-Image is a 20B MMDiT image foundation model that excels in complex text rendering and precise image rendering. It can create multi-line text layouts, paragraph-level semantics, and fine-grained details in both alphabetic languages and logographic languages with high fidelity. The model preserves both semantic meaning and visual realism during editing operations. It consistently outperforms existing models across diverse generation and editing tasks. Examples of images generated by the model are available in the post.

IMPROVING LLM CALIBRATION WITH LABEL SMOOTHING

Instruction tuning degrades confidence calibration in LLMs, making outputs less reliable. This paper proposes label smoothing as a remedy and introduces a memory-efficient loss kernel, showing that calibration issues grow with vocabulary size and hidden dimensions.

CCHISTORY: TRACKING CLAUDE CODE SYSTEM PROMPT AND TOOL CHANGES

A reverse-engineering project tracking Claude Code's system prompt evolution reveals Anthropic's iterative approach to AI tool development — removing emoji usage restrictions, tightening security policies, and adding PDF reading capabilities across 67 versions. The project bypasses anti-debugging measures to extract prompts, showing how AI companies continuously refine their models' behavior through detailed instruction changes rather than just model updates.

KAGGLE GAME ARENA

Google has launched Kaggle Game Arena, a new open-source platform for benchmarking AI systems through direct competition in strategic games.

RESTAURANT BOOKING WITH PERPLEXITY

Perplexity now integrates with OpenTable, allowing users to find and reserve restaurants directly through natural language queries. By analyzing user intent and preferences, it surfaces relevant dining options from OpenTable's network of 60,000 global partners.

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META TO SHARE AI INFRASTRUCTURE COSTS VIA $2 BILLION ASSET SALE

Meta reclassified $2 billion in data center assets as "held-for-sale" to attract financial partners for co-development, signaling a strategic shift as tech giants seek external funding for AI infrastructure.

PERPLEXITY ACCUSED OF IGNORING AI SCRAPING BLOCKS

Cloudflare claims that Perplexity bypassed robots.txt and other block signals to scrape websites that explicitly opted out.

FINE-TUNED SMALL LLMS CAN BEAT LARGE ONES AT 5-30X LOWER COST WITH PROGRAMMATIC DATA CURATION

This post discusses how to reproduce the workflow using open-source LLMOps tools, even without a GPU, as well as best practices for production deployments.

WHY TECH IS RACING TO ADOPT AI CODING

An interview with Michael Truell, CEO of Anysphere, the maker of Cursor, an automated programming platform that integrates with generated AI models to help developers code.

FINCEN WARNS OF RISING CRYPTO ATM FRAUD

FinCEN has issued a notice urging financial institutions to monitor and report suspicious crypto ATM activity, highlighting increased usage by criminal organizations (e.g., drug cartels) and targeting of vulnerable elderly populations. Lawmakers have responded by introducing legislation to tighten regulation of crypto ATMs, aiming to prevent fraud and ensure operators enforce customer verification protocols.

ETHEREUM HITS $238B IN MONTHLY VOLUME, HIGHEST SINCE 2021

Ethereum recorded $238 billion in onchain volume in July, a 70% MoM increase and its highest since December 2021. It also hit an all-time record of 46.67 million monthly transactions and 17.55 million active addresses, marking a full onchain revival. With ETH closing July at $3,700, the network's usage and price are both testing multi-year highs, signaling renewed momentum across Ethereum's ecosystem.

REI: RETHINKING LLMS FROM THE GROUND UP

Today's LLMs have hit a reasoning plateau. REI is creating a modular “Core” framework that mirrors human cognition by separating language processing, persistent memory, and a dedicated Reasoning Cluster for logic and planning. By orchestrating specialized expert models rather than relying on one giant network, Core enables real-time learning, structured concept formation, and transparent reasoning paths. This architecture promises true adaptive intelligence by learning from each interaction rather than just predicting next words, and greater efficiency compared to brute-force mega-models. REI's onchain tokenomics also make it a uniquely investable, crypto-native bet on next-gen AI research.

VENTUALS: MAKING PRIVATE MARKETS PUBLIC

Ventuals, built on Hyperliquid, will open a multi-trillion-dollar private markets asset class by letting anyone trade perpetual futures on pre-IPO company valuations with up to 10x leverage and low fees. Each market's price oracle pulls from secondary sale data to reflect real-world valuation, and traders can go long or short using Hyperliquid infrastructure. It is powered by HIP-3, Hyperliquid's protocol for enabling custom perp markets, and represents one of the first practical use cases of the standard. The Ventuals testnet will launch soon, making private startup exposure widely accessible beyond traditional VC circles.

THE BANK SECRECY ACT IS BROKEN. TECHNOLOGY CAN FIX IT

The Bank Secrecy Act (BSA) is outdated as its decades-old data mandates are inefficient, insecure, and incompatible with modern technology. Today's compliance stack requires firms to store and transmit vast amounts of personal data, much of it unread and unused, creating unnecessary risks for users and institutions alike. This legacy model should be replaced with zero-knowledge proofs (ZKPs), allowing users to prove compliance (e.g. age and sanctions) without exposing sensitive info. Congress and Treasury should modernize rules and embrace ZKP-based systems as part of the broader push for crypto regulatory clarity.

FIVE THINGS INVESTORS SHOULD PONDER ON CRYPTO

Digital assets vary widely, from “digital gold” Bitcoin to Ethereum's multifaceted infrastructure, speculative memecoins to asset-backed stablecoins, so investors must assess each on its own merits. Crypto hasn't replaced traditional payments or become a reliable store of value, but it has endured criticism, seen its market cap soar, and achieved stablecoin transaction volumes on par with Visa. Mainstream finance and shifting geopolitics, including efforts to onshore innovation and foster dollar-based stablecoins, are accelerating crypto's integration into global markets. Beyond price action, blockchain's true impact may lie in forcing a rethink of entrenched financial and geopolitical frameworks, even as criminality, consumer risks, and conflicts of interest emphasize the need for stronger regulation.

PHANTOM ACQUIRES SOLSNIPER TO EXPAND SOLANA TRADING TOOLS

Phantom has acquired Solsniper, a high-speed Solana memecoin trading platform, as part of its strategy to evolve beyond wallet infrastructure. Solsniper will continue operating independently, with new features planned. The deal follows Phantom's February acquisition of token/NFT data platform SimpleHash and comes after its $150M Series C led by Sequoia and Paradigm. Phantom is positioning itself as a full-stack Solana ecosystem hub amid volatile but growing memecoin interest.

ETHEREUM TURNS 10: FROM EXPERIMENT TO WALL STREET'S BACKBONE

Ethereum has transformed from an experiment launched by developers in a Berlin loft into a $420 billion platform that serves as the backbone for Wall Street's next generation of finance. Major institutions like BlackRock, Robinhood, and Deutsche Bank build directly on its infrastructure. Stablecoins on Ethereum now process $28 trillion annually, surpassing Visa and Mastercard combined, while tokenized assets from money market funds to stocks are increasingly migrating to Ethereum-based platforms for faster, cheaper transactions with advanced functionality.

HOW TO FIND THE RIGHT ALTCOINS

Four key factors for finding the right altcoins.

BTC MINING DIFFICULTY HITS ALL-TIME HIGH

Bitcoin's mining difficulty, a measure of the computing power required to mine the next block, has reached an all-time high of 127.6T hashes.

BLACKBIRD'S TRACTION GROWING

Blackbird, a restaurant loyalty rewards app that uses crypto as the backbone for stablecoin payments to restaurants, is achieving real-world adoption from non-crypto native users thanks to its intentional design that abstracts crypto away from the end-user experience.

ETH DOMINANCE MIRRORS 2021 BTC CYCLE, INFLECTION POINT NEAR

ETH dominance ($ETH.D) is tracking closely to BTC dominance's 2021 pattern.

SPOTIFY HINTS AT A MORE CHATTY VOICE AI INTERFACE IN THE FUTURE

Spotify executives teased plans for a more conversational AI voice interface during the company's second-quarter earnings call with investors. The streaming service is collecting valuable voice data through its AI DJ feature, learning which phrases users connect with specific songs. Chief Product Officer Gustav Söderström indicated experiences will become "much more interactive," with AI potentially reasoning over listening history rather than just making predictions.

NUBANK HIRES SLACK DESIGN VETERAN TO BOOST UX STRATEGY

Nubank appointed Ethan Eismann, a design veteran from Slack and other major tech companies, as its first chief design officer. Eismann brings over 20 years of leadership experience from firms including Slack, Airbnb, Uber, Google, and Adobe to set global design strategy. The digital financial platform serves more than 118 million customers across Latin America and emphasizes customer-centric innovation.

THE HIDDEN UX GENIUS OF NETFLIX'S NEW WELCOME PAGE

Netflix has redesigned its welcome screen to reduce choice overload and improve content discovery by presenting a bold, cinematic hero image and repositioning profile icons that better align with natural user behavior. This minimal, frictionless experience guides users toward specific content while supporting Netflix's business goals, such as boosting visibility for trending titles. The redesign offers valuable lessons like prioritizing hierarchy, designing for natural interactions, and aligning user experience with measurable outcomes.

DESIGN DOESN'T HAVE A VALUE PROBLEM. IT HAS A TRANSLATION PROBLEM

Designers don't have a value problem but a translation problem. They need to communicate impact through business metrics rather than design outcomes. Use AI meeting summaries to identify business objectives, ladder up design metrics to business outcomes, and request access to relevant data. During this "Year of Efficiency," businesses expect designers to demonstrate value beyond visuals by speaking the language of bottom-line impact.

CREATE A PORTFOLIO THAT REALLY WORKS, WITH THESE INSIGHTS FROM INDUSTRY EXPERTS

A strong portfolio should prioritize storytelling, creative process, and clarity over just polished visuals. A portfolio is most effective when it showcases carefully curated, relevant work that highlights the designer's thinking, reflects their personality, and is tailored to the specific audience they want to reach.

YOU DON'T FIND YOUR UX VOICE. YOU BUILD IT

Finding a true UX voice isn't about mastering tools, frameworks, or mimicking others—it's built through experience, clarity, and the courage to speak up even in messy, high-pressure situations. Authentic UX influence comes from understanding and advocating for what truly matters, listening deeply, and confidently framing problems when it counts, rather than simply following prescribed processes or delivering polished artifacts.

AI WEBSITE BUILDER GENERATOR

Create beautiful websites instantly with this AI code generation and builder tool. Choose from various design options and deploy in minutes.

CREATE HIGH-QUALITY VIDEOS IN UNDER A MINUTE

Transform ideas into stunning AI avatar videos in minutes. No filming. No editing.

RESUME AND PERSONAL WEBSITE GENERATOR

Create stunning resumes and personal websites that showcase your skills.

THE PRODUCT DESIGN TALENT CRISIS

Product design faces a talent crisis as companies demand senior designers while providing fewer opportunities for junior designers to develop. This creates a feedback loop where organizations prioritize immediate performance over long-term capability building through mentorship and training. Solutions include structured mentorship programs, associate designer roles, and talent gradients to prevent a looming talent cliff.

DUZI STUDIO SHOWS HOW TO REBRAND LUXURY CHOCOLATE WITHOUT SNOBBERY

Duzi's rebrand of Audrey's fondant creams reimagines the treats as celebratory, handcrafted experiences, blending heritage and accessibility to invite a new generation of chocolate lovers. By combining expressive typography, heritage-inspired visuals, and playful packaging, the new identity positions Audrey's as a premium yet approachable brand rooted in tradition and crafted for sharing.

DESIGNERS WELCOME CRACKDOWN ON “UNFAIR AND EXHAUSTING” LATE PAYMENTS

The UK government has announced major reforms to tackle late payments, aiming to protect SMEs and freelancers by introducing strict invoice terms, mandatory interest, and stronger enforcement powers for the Small Business Commissioner. While the measures have been widely welcomed as a long-overdue support for the backbone of the UK economy, concerns remain about enforcement gaps and whether smaller companies—often the offenders—will be held accountable.

SPIRAL SYSTEM IS AN INNOVATIVE, TOOL-FREE JOINERY TECHNIQUE FOR DESIGNERS

Former industrial designer Antonio Gaia developed the innovative Spiral System, a tool-free joinery technique for woodworking and furniture design.

THE FIRST TASK IS GOING TO BE REGAINING YOUR CONFIDENCE

When a creative career is unexpectedly derailed, regaining confidence and reframing your value are key first steps to getting back on track, regardless of age or recent experience.

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NEW PLAGUE LINUX MALWARE STEALTHILY MAINTAINS SSH ACCESS

Plague is a stealthy Linux malware that had evaded detection for over a year. It acts as a malicious PAM module, using layered obfuscation techniques and environment tampering to avoid detection. The Plague backdoor also scrubs the `SSH_CONNECTION` and `SSH_CLIENT` environment variables and redirects `HISTFILE` to `/dev/null`.

NORTHWEST RADIOLOGISTS DATA BREACH HITS 350,000 IN WASHINGTON

Northwest Radiologists suffered a data breach between January 20 and 25 that exposed the personal information of 350,000 Washington State residents. Compromised data includes names, addresses, Social Security numbers, medical records, and health insurance details. The company has secured its systems, notified authorities, and is offering free credit monitoring to affected individuals.

PYTHON-POWERED MALWARE SNAGS HUNDREDS OF CREDIT CARDS, 200K PASSWORDS, AND 4M COOKIES

Vietnamese cybercriminals using PXA Stealer have infected more than 4,000 victims across 62 countries, stealing 200,000 passwords, credit card data, and 4 million browser cookies. The malware abuses legitimate software like Microsoft Word and PDF readers for sideloading attacks, then sells the stolen data on Telegram marketplaces such as Sherlock.

EXPLOITING SELF-XSS USING DISK CACHE

Security researchers have developed a novel technique to exploit self-XSS vulnerabilities by combining login CSRF attacks with browser disk cache manipulation. The attack works by forcing victims to log into attacker-controlled accounts, then using browser history navigation (`history.go(-2)`) to access cached victim data from previous sessions. Organizations can defend against this attack vector by implementing `Cache-Control: no-store` headers on sensitive endpoints to prevent disk cache exploitation.

OUR JOURNEY FROM FRAGILE SSH TO ZERO-TRUST CONNECTIONS

A Redditor shares their journey building an open-source alternative to tools like Vercel and Railway. Initially, users would bring their own servers and provide keys in the UI. However, due to privacy and security concerns, dflow added the ability to purchase servers via AWS, along with a free promo program that was quickly abused. They later discovered that they could use Tailscale to allow servers to dynamically join their network with one command, or even automatically as part of their Dockerfile, without the need to exchange SSH keys.

BREAKING NVIDIA TRITON: CVE-2025-23319 - A VULNERABILITY CHAIN LEADING TO AI SERVER TAKEOVER

Newly discovered critical vulnerabilities in NVIDIA's Triton Inference Server allow remote attackers to gain full system control. The flaws (CVE-2025-23319, CVE-2025-23320, and CVE-2025-23334) could enable AI model theft, data exposure, and network infiltration. NVIDIA has released patches, and users are advised to update to the latest version immediately.

KANVAS

Kanvas is an Incident Response (IR) case management tool with an intuitive, Python-based desktop interface.