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1M CONTEXT IS NOW GENERALLY AVAILABLE FOR OPUS 4.6 AND SONNET 4.6

Claude Opus 4.6 and Sonnet 4.6 now include the full 1M context window at standard pricing on the Claude Platform. This means fewer compactions and more of the conversation kept intact. 1M context is now included in Claude Code for Max, Team, and Enterprise users with Opus 4.6. Standard pricing applies across the full window, and there is no multiplier.

OPENAI'S BID TO ALLOW X-RATED TALK IS FREAKING OUT ITS OWN ADVISERS

OpenAI's plan to drop its ban on X-rated content sparked vigorous internal debate over the potential risks. The company is forging ahead with its erotica plans despite concerns from council members with backgrounds in fields like psychology and cognitive neuroscience. OpenAI staff have identified several risks, including the potential for compulsive use and emotional overreliance on the chatbot. The company has developed a plan to monitor for a range of potential long-term effects of adult mode. Adult mode's release has been delayed as OpenAI is currently prioritizing other products.

EARLY LOOK AT UPCOMING DESIGN TOOL FROM GOOGLE

Google's rebranded design tool, Stitch, will transform into a 3D workspace with AI-powered collaborations, replacing the flat canvas design. Enhancements include voice controls, a conversational agent, and the ability to generate functional React applications from designs. These advancements position Stitch as a comprehensive tool from concept to production, likely featuring at Google I/O 2026.

CAN LLMS BE COMPUTERS?

Transformers can execute programs efficiently inside their own inference loop. This opens a path towards AI systems that integrate learned representations with compiled algorithms inside a single computational substrate. Solving humanity's toughest problems will require systems that can both reason flexibly and compute reliably. Future AI systems will have software as part of the model.

MCP IS DEAD; LONG LIVE MCP!

The current industry zeitgeist is dialed in on CLIs, just like it was on MCP a few short months ago. Using CLI can result in token savings, but custom CLIs run into the same context problems as MCP, except without structure and many other sacrifices. Individual usage of coding agents looks very different from organizational adoption of coding agents. MCP is the present and future for enterprise and org-level use cases.

THE FIVE CATEGORIES OF WORLD MODELS

AMI Labs and World Labs both raised over $1B on "world models," but the term covers five distinct approaches: JEPA, spatial intelligence, learned simulation, physical AI infrastructure, and active inference. The sharpest result in the piece is V-JEPA 2, achieving zero-shot robot planning after training on just 62 hours of domain-specific data. Each approach solves a different subproblem, and the lines between them are expected to blur fast.

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GLM-5-TURBO

Z.ai's GLM-5-Turbo offers a streamlined API for generating text responses, catering to tasks like crafting marketing slogans. Key features include customizable roles, real-time streaming, and adjustable creativity through the "temperature" setting.

INTRODUCING ATTENTION RESIDUALS: RETHINKING DEPTH-WISE AGGREGATION

Residual connections have long relied on fixed uniform accumulation. Attention Residuals replace standard depth-wise recurrence with learned, input-dependent attention over preceding layers. It enables networks to selectively retrieve past representations, naturally mitigating dilution and hidden-state growth. Attention Residuals have been validated on the Kimi Linear architecture, demonstrating consistent downstream performance gains.

TEST-TIME TRAINING

Spatial-TTT is a framework that updates a spatial state from streaming visual inputs using test-time training, enabling models to reason over video-based spatial tasks. The method processes visual chunks incrementally and achieves strong results on video spatial reasoning benchmarks.

FASTER SPARSE ATTENTION WITH INDEXCACHE

IndexCache reduces the cost of DeepSeek Sparse Attention by reusing top-k token indices across layers instead of recomputing them every time. The approach removes most indexer computations while maintaining model quality.

CEREBRAS IS COMING TO AWS

AWS is deploying Cerebras CS-3 systems to offer the industry's fastest AI inference via AWS Bedrock, using open-source LLMs and Amazon's Nova models. The collaboration introduces a disaggregated architecture, pairing AWS Trainium for prefill with Cerebras WSE for decode, boosting token throughput by 5x. This setup enhances high-speed inference performance by efficiently utilizing specialized hardware for each computational phase.

TECH BOSS USES AI AND CHATGPT TO CREATE CANCER VACCINE FOR HIS DYING DOG

Sydney data engineer Paul Conyngham used ChatGPT, AlphaFold protein modeling, and a $3,000 genomic sequencing of his dog Rosie's tumor to produce a half-page mRNA formula that UNSW's RNA Institute turned into a physical vaccine in under two months. One tumor shrank 75% after her first injection in December 2025, marking the first personalized cancer vaccine ever designed for a dog. The pipeline mirrors Moderna and Merck's ongoing human trials. UNSW researchers are now asking why the same approach isn't being applied more broadly to cancer patients.

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US JOB MARKET VISUALIZER

This research tool visualizes 342 occupations, showing projected growth outlook, median pay, education requirements, and AI exposure.

LLM ARCHITECTURE GALLERY

This page features a collection of architecture figures and fact sheets from The Big LLM Architecture Comparison and A Dream of Spring for Open-Weight LLMs, focusing on the architecture panels only.

CLAUDETOP

claudetop shows users where exactly their tokens and dollars go in real time.

MOONSHOT AI TARGETS $1B RAISE, EYES $18B VALUATION

Its rivals, Zhipu and MiniMax, recently traded at valuations between $30 billion and $40 billion in Hong Kong.

BYTEDANCE DELAYS GLOBAL RELEASE OF SEEDANCE 2.0

ByteDance paused the planned global rollout of its Seedance 2.0 AI video generator after viral clips triggered legal complaints from major Hollywood studios over alleged use of copyrighted characters and likenesses.

THE RISE OF AGENT COMPUTERS

AMD is pitching a new device category called the "Agent Computer," always-on local hardware that runs AI agents continuously in the background while you sleep or work on other things, delegating tasks through Slack, WhatsApp, or iMessage.

$50M TRADE INCIDENT ON AAVE AND COW PROTOCOL

A collateral swap executed through Aave v3's front end (powered by CoW Protocol) on March 12 resulted in a user selling ~$50M of aUSDT for ~324 aAAVE tokens at a catastrophic loss due to compounding failures: a fill-or-kill order on an illiquid pair at extreme size, a stale 12M gas ceiling that rejected better-priced solver quotes, and the winning solver failing to execute onchain twice before abandoning the order. The remaining solver's degraded bid executed with significant backrun activity capturing most of the lost value within the same block. CoW Protocol and Aave are now exploring mandatory cooling-off periods and split-order prompts for high-impact trades, while investigating a possible mempool leak from the private RPC submission.

CIRCLE'S USDC VOLUMES TOP TETHER'S USDT FOR FIRST TIME SINCE 2019

Circle's USDC reached $2.2 trillion in 2026 transaction volume, capturing 64% market share and surpassing Tether's USDT for the first time since 2019. Mizuho raised its CRCL price target to $120, citing growth in prediction markets and agentic commerce as key drivers for stablecoin adoption.

ETHEREUM FOUNDATION RELEASES NEW MANDATE FOCUSED ON CROPS

Vitalik Buterin published the Ethereum Foundation's new mandate, defining Ethereum's role as "sanctuary technology" that preserves technological self-sovereignty and enables cooperation without coercion. The EF's focus centers on CROPS – censorship and capture resistance, open source, privacy, and security – at both protocol and application layers, with a commitment to making "the zero option" (maximally secure, private, intermediary-free UX) as high-quality as possible. The Foundation also reframes its position within a broader "sanctuary tech community" beyond Ethereum, signaling open-mindedness to new conceptions of natural allies.

STABLECOINS ARE THE SECRET TO AGENTIC FINANCE

Stablecoins like USDC provide the programmable infrastructure necessary for agentic finance, enabling high-frequency nano-payments between autonomous bots. While AI developers remain skeptical of crypto, industry leaders from Circle and Coinbase argue blockchain rails offer superior composability and auditability compared to traditional credit card networks.

POLYMARKET ISN'T TRUSTLESS

Polymarket utilizes centralized order matching and admin-controlled emergency resolution functions. The UMA oracle proxy is managed by a 2-of-2 Gnosis Safe, enabling implementation changes. These architectural dependencies require user trust in operators, challenging the platform's claims of being a fully trustless prediction market.

HOW A COVERT NETWORK FUNNELED CRYPTO TO SANCTIONED GROUPS

Internal records reveal that a Chinese Nexus used Binance accounts and Hong Kong intermediaries to move $1.7 billion to sanctioned Iranian entities. Over $1.1 billion of USDC stablecoins was utilized to fund groups like the IRGC. The scheme bypassed automated AML controls, highlighting persistent vulnerabilities in global crypto payment rails.

GEN Z RISK HITS RECORD AS FINANCIAL HARDSHIP DRIVES SPECULATION

80% of Gen Z investors say they invest or plan to invest in high-risk speculative assets because they feel financially behind – the highest proportion among all generations, followed by 75% of Millennials. Roughly 33% of Gen Z are putting money into sports betting to reach financial goals faster, and 8 out of 10 believe speculative vehicles can accelerate wealth accumulation over traditional methods. Only 50% of those surveyed feel financially secure.

POAP ENTERS MAINTENANCE MODE, PIVOTS TO OPEN COLLECTIBLES STANDARD

POAP will move into maintenance mode starting March 16, halting new issuer access and active development while keeping existing collectibles and APIs functional. The team is pivoting to build an open collectibles standard and new platform. While POAP found a clear niche among crypto-native communities, it could not expand into the broader infrastructure the ecosystem needs. Existing issuers retain full access to their tools and collectibles.

BITHUMB FACES SIX-MONTH PARTIAL SUSPENSION FOR AML VIOLATIONS

South Korea's FIU warned Bithumb of "heavy disciplinary action," including a potential six-month partial suspension, after the exchange allowed transfers to unregistered overseas platforms and failed KYC enforcement.

SONIC LAUNCHES USSD STABLECOIN

USSD is a new stablecoin backed by tokenized treasuries from BlackRock, WisdomTree, and Superstate.

HOW SHIBA INU TOKENS BECAME A $1 BILLION AI POLICY WAR CHEST

Vitalik Buterin critiques the Future of Life Institute for using a $500 million SHIB donation to fund authoritarian AI political advocacy.

AI AGENTS ARE QUIETLY REWRITING PREDICTION MARKET TRADING

Autonomous AI agents using the Olas protocol are gaining traction on Polymarket, with 30% of wallets now automated.

WEBFLOW ACQUIRES VIDOSO.AI TO DEPLOY AI AGENTS THAT WORK WITHIN YOUR BRAND

Webflow has acquired Vidoso.ai, a multi-modal AI startup that helps marketing teams create brand-aligned visual and video content at scale. The acquisition addresses the common problem of AI-generated marketing content lacking brand consistency and ignoring established guidelines and messaging strategies. Vidoso strengthens Webflow's marketing operating system by adding a context layer that ensures AI agents generate content that aligns with specific brand rules, design systems, and messaging frameworks.

NEW TENNESSEE TITANS LOGO DRAWS UNEXPECTED CAR BRAND COMPARISONS

The Tennessee Titans have unveiled a brighter, simplified new logo that removes the iconic flame motif and replaces the dark navy with light blue, prompting mixed reactions from fans. Many supporters criticized the design as overly simple and regressive, with some comparing it to the Tesla logo and joking that a child could have designed it.

ADOBE SETTLES DOJ CANCELLATION FEE LAWSUIT, WILL PAY $75 MILLION PENALTY

Adobe settled a lawsuit with the DOJ for $75 million after being accused of hiding hefty cancellation fees in fine print and making it difficult for customers to cancel Creative Cloud subscriptions. The company will also provide $75 million in free services to affected customers, though details about who qualifies remain unclear. Adobe maintains its innocence while claiming it has already made changes to clarify cancellation fees for customers.

DARK PATTERNS: WHEN DESIGN CROSSES THE LINE

Dark patterns are intentional design tactics that manipulate users into taking unwanted actions, such as subscribing to services, making purchases, or sharing personal data, for the benefit of businesses rather than users. These deceptive interfaces exploit cognitive biases and psychological vulnerabilities, going beyond poor design to deliberately trick users. As regulators increase scrutiny, dark patterns have evolved from an ethical concern to a legal issue that UX professionals must address through transparent, responsible design practices.

GARBAGE IN GARBAGE OUT, AND LAYERS OF INTERPRETATION

The human role remains crucial in AI interactions through the "AI Sandwich" concept: humans must provide high-quality input (the brief) and curate the output, with AI serving as the middle layer. Poor or generic briefs yield poor results, while accepting AI's confident-sounding yet potentially flawed outputs without curation yields generic work that lacks personal expertise and experience. Effective AI use requires ongoing conversation, questioning, and integration of human knowledge rather than simply accepting AI responses as final products.

WHAT'S HAPPENING TO DESIGN JOBS?

A survey of designers shows widespread uncertainty about the future of UX/product design as AI rapidly reshapes the field, with many expecting the role to transform rather than disappear. Instead of designing fixed interfaces, designers will increasingly define the rules, constraints, and ethical frameworks that guide AI-generated experiences, shifting the profession toward curating system behavior and making higher-level decisions rather than producing screens and mockups.

TALK TO YOUR DATA AND VISUALIZE IT

OrangeLabs is an AI platform for data visualization and insights with full control over color and design.

ALL-IN-ONE AI VIDEO AND IMAGE GENERATOR

Veemo AI is an all-in-one studio for generating videos and images using artificial intelligence. It offers text-to-video capabilities through Seedance 2.0 technology, producing 16:9 format videos at 720p resolution for 8 seconds.

WHAT AI CAN'T DO: ESSENTIAL DESIGN SKILLS FOR THE AI ERA

AI tools excel at generating polished outputs but cannot determine what problems actually need solving or push back on misguided briefs. While AI can create beautiful individual elements, it struggles to navigate organizational politics, build stakeholder relationships, and engage in the human diplomacy required to ship good design. AI also falls short at systems thinking that scales across multiple products and timeframes, as it optimizes for immediate outputs rather than sustainable long-term outcomes.

"AI ISN'T KILLING CREATIVITY”: WHY JOB ROLES ARE THE REAL THREAT TO CREATIVE AGENCIES

Rigid job roles and hierarchy, not AI, are the real threats killing creativity in agencies by drowning out junior voices through "structural ignorance." The creative industry suffers from deep-rooted structural problems, including ageism, sexism, and class issues that create invisible hierarchies, preventing effective creative collaboration. Rising staff exodus figures from ad agencies demonstrate that, despite industry evolution, these systemic problems continue to harm the creative workspace.

MEET BAUMANN: CRAIG BOYLAN'S PLASTIC MAN WHO CAN DO JUST ABOUT ANYTHING

Inspired by the minimalist principles of the Bauhaus, Liverpool illustrator Craig Boylan developed a distinctive style around a flexible toy-like character called Baumann. The customizable figure—used in projects like branding for Verdant Brewery and illustrations for BBC Science Focus Magazine—allows Boylan to express playful visuals with deeper conceptual themes. He hopes to expand the character into physical art toys and larger installations.

30 BRILLIANT LOGO CONCEPTS FOR STARTUPS AND DESIGNERS

This collection showcases 30 brilliant logo concepts, featuring minimal wordmarks, bold monograms, and simple icon marks.

HERE'S WHAT TO KNOW ABOUT THE 2026 OSCAR NOMINEES FOR PRODUCTION DESIGN

The 2026 Oscar nominees for production design include films Sinners, Frankenstein, Hamnet, Marty Supreme, and One Battle After Another.

THE BOOK THAT ONLY COMES TO LIFE IN THE DARK

Energy company Plenitude and TBWA\Italia created “Goodnight Light,” a children's book that only becomes readable in the dark using glow-in-the-dark printing and transforms into a bedside lamp, aiming to help kids overcome fear of darkness while encouraging them to turn off lights and save energy.