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OpenAI plans to offer a new subscription tier called ChatGPT Pro Lite. At $100 per month, the new plan could serve users who hit Plus rate limits regularly but do not need the unlimited access that Pro delivers. It could be a way to accommodate Codex usage as well. No release date has been confirmed yet, and the exact feature set remains unclear.
Perplexity is testing a Messages connector for its Comet browser, enhancing local integration with Apple's Messages app. This appeals to macOS power users by merging communication history with web data. A new "Usage and Credits" feature allows users to buy additional credits, addressing backlash from reduced Pro plan limits.
OpenAI described a long-horizon stress test where GPT-5.3-Codex, given a blank repository and full access, built a design tool over ~25 hours using ~13M tokens and producing ~30k lines of code.
SWE-bench Verified no longer reliably measures frontier coding progress because many tasks have flawed tests that rejected correct fixes and because benchmark contamination has made training exposure a significant factor in scores.
Daniel Litt argues that current limitations are real but likely temporary, not fundamental blockers. Litt now expects AI to autonomously resolve mildly interesting open conjectures as early as late 2026 and suggests AI's long-term impact on mathematics may exceed that of the computer. Even in a future where machines can generate vast bodies of correct math, he argues human mathematicians will still matter because the core motivation remains understanding, not just producing results.
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AWS Strands Labs is a new GitHub organization aimed at helping developers explore and experiment with cutting-edge AI techniques. It is currently available for three specific projects: robots, robots sim, and AI functions. AWS considers these areas the ones that most clearly reveal what changes when software becomes agentic. Strands Labs gives AWS and the broader community a dedicated space to experiment boldly.
FDM-1, a foundation model for computer use, efficiently trains on 11 million hours of video to autonomously handle tasks like CAD, driving, and fuzzing. Unlike traditional models that rely on expensive, limited annotation, FDM-1 uses a video encoder that compresses 2 hours of video into 1M tokens and predicts actions with inverse dynamics for scalable training. With enhanced context processing, FDM-1 showcases significant advancements in executing long-horizon tasks and exploring complex state trees in GUI environments.
SAGE introduces a self-aware sampling approach that enables large reasoning models to decide when to stop thinking, reducing unnecessary computation. Its companion method, SAGE-RL, distills these efficient reasoning patterns into standard pass@1 inference, reporting accuracy improvement with fewer tokens across six challenging math benchmarks.
MachineAuth provides secure OAuth 2.0 client credentials flow for AI agents, enabling machine-to-machine authentication. Key features include JWT token generation, agent management, and scope-based permissions, all with simple JSON file storage and no databases required.
Taalas has been quietly building a model-on-silicon chip that bakes an LLM directly into hardware to deliver absurdly fast, per-user inference. The HC1 chip runs Meta's Llama 3.1 8B at extreme speed by effectively hardwiring the model into silicon. It delivers inference at around 17,000 tokens per second per user. This is just the first version - the next iterations are already geared toward much better fidelity.
OpenAI is entering into multiyear partnerships with consulting firms Accenture, Boston Consulting Group, Capgemini, and McKinsey & Co. to help deploy its enterprise platform, Frontier. Frontier is an intelligence layer that stitches together disparate systems and data within an organization to make it easier for companies to manage, deploy, and build AI agents. OpenAI decided to partner with the consulting firms because they have existing relationships with enterprises and deep knowledge about how those businesses operate. They will help OpenAI roll out its technology at scale.
As the first engineer on TLDR's new Applied AI team, you'll build AI agents and composable Claude Skills to let non-technical teammates create their own AI workflows. Learn more [21].
Anthropic claims that Claude Code tools can accelerate the refactoring of apps written in COBOL.
DeepSeek V4, a highly anticipated open source model with a 1M+ context based on Engram architecture, will likely be released before the end of the month.
The development could enable chipmakers to produce up to 50% more semiconductors by the end of the decade.
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Essential for EVs, robots, data centers and AI, Elon Musk said it best: “Do you like minting money? Well, the lithium business is for you.”
Standard Chartered projects stablecoin market cap could reach $2 trillion by 2028, generating $0.8 to $1 trillion in incremental demand for short-term US Treasury bills as regulated issuers accumulate high-quality liquid assets under frameworks like the GENIUS Act. If realized, that demand could allow the US Treasury to shift issuance toward bills and potentially suspend 30-year bond auctions for up to three years.
BlackRock, Citadel Securities, and Apollo Global Management disclosed DeFi token purchases, with BlackRock buying UNI, Citadel acquiring ZRO tokens, and Apollo entering a 48-month agreement to acquire up to 90 million MORPHO tokens representing 9% of supply. Investors broadly characterize these moves as "vendor alignment, not portfolio allocation" as firms tokenizing products need DeFi venues for distribution, facilitated by regulatory tailwinds including SAB 121 repeal, SEC dropping investigations into Uniswap and Aave, GENIUS Act passage, and the four-tier token taxonomy signaling most governance tokens aren't securities. Token prices remained muted despite the announcements as sophisticated holders await actual economics showing up in protocols, with the DeFi token disconnect from strong fundamentals persisting due to historical lack of revenue capture, VC unlock sell pressure, and L1/L2 fragmentation. Investors identify fee switches, tapering unlocks, CLARITY Act passage, and potential DeFi ETF approvals from Grayscale and Bitwise as catalysts needed before governance tokens function meaningfully like strategic equity with enforceable shareholder-style rights.
There is a clear opportunity when comparing the $12 trillion centralized AI enterprise valuation versus the $12 billion decentralized AI market cap, with the blockchain AI market projected to grow from $6 billion to $50 billion by 2030 at 42.4% CAGR, as agentic AI demands truly autonomous, privacy-preserving architecture that centralized platforms structurally cannot provide. Decentralized AI unlocks enterprise data vaults sealed from centralized LLMs due to competitive, regulatory, and fiduciary concerns, enabling pharmaceutical research, medical imaging, and financial data to safely contribute to model training through cryptographic verification of data sovereignty rather than vendor trust promises. Platforms like Bittensor, Akash, and Venice.AI aggregate idle distributed GPU capacity to deliver lower-cost inference that reportedly outperforms centralized benchmarks while open-source collaborative models enable faster iteration than proprietary systems locked behind Big Tech walls.
ether.fi is migrating from Scroll to OP Mainnet, bringing 300,000+ accounts and $160M+ TVL at a critical moment as Base's potential exit from the Superchain threatens to eliminate 94% of Optimism's ecosystem revenue. The crypto neobank, which represents 83% of Scroll's total TVL and processes $1-2M in daily spending volume across ~23,000 transactions, would increase OP Mainnet's DeFi TVL by 75% and become its largest dApp at 3x Aave's current $56.3M. The migration underscores an emerging thesis that crypto neobanks have become essential infrastructure for L2s, as single applications in this category can simultaneously drive TVL growth, transaction volume, real-world utility, and user acquisition.
Dragonfly raised $650M for its fourth fund targeting stablecoins, DeFi, RWAs, prediction markets, and infrastructure as 2025 crypto funding hit $25B – a 160% increase from 2024 – with average deal sizes tripling to $31.5M and 46 deals exceeding $100M versus just 12 the prior year. Payments funding surged 424% to $1.88B and RWA funding skyrocketed 802% to $1.1B, and Polymarket and Kalshi capturing mega-rounds while retail AI agent hype failed to attract institutional capital. VCs pivoted from early-stage infrastructure bets to mature, revenue-generating applications with clear exit paths through IPOs (Circle, BitGo) and strategic acquisitions (Robinhood, Stripe), signaling a "quality over quantity" consolidation phase focused on real financial use cases over speculative innovation.
Aerodrome generates $85-98M annually in organic swap fees with 100% flowing to veAERO lockers, trading at 4-5x dilution-adjusted P/E on trough volume with 1.6-1.9x upside to 2025 average Base DEX volumes at current $0.30 price. Coinbase's involvement extends beyond its $20M market buy (reportedly Coinbase Ventures' largest liquid token investment) to active governance, cbBTC liquidity steering, and Coinbase One feeless trading integration. The thesis hinges on Base's announced migration from OP Stack to a unified stack, with a potential $BASE token launch representing the largest volume catalyst, though bull case projections of 3-4x at ATH volumes face structural headwinds from AERO-denominated emissions that scale linearly with price.
The US has strong economic incentives to push tokenized dollars and tokenized securities, as global onchain access could expand the buyer base for Treasuries and equities, lower government borrowing costs, raise corporate valuations, and reinforce dollar dominance. This would create macro tailwinds for stablecoin issuers and RWA-focused blockchains as a global tokenization race accelerates.
SEC Chair Paul Atkins is implementing a fast-track approval process for certain crypto products, with plans to temporarily permit trading of select tokenized securities while the commission develops comprehensive long-term regulatory frameworks. This is in line with the current friendly SEC approach, prioritizing market access and innovation over waiting for complete rulemaking.
Michael Saylor's Strategy purchased another 592 BTC for $39.8M at an average price of $67,286, bringing total holdings to 717,722 BTC, or over 3.4% of Bitcoin's 21 million supply.
B2B stablecoin transaction volume increased ~582.6% in 2024 from $23B (vs. ACH's $58T and +8.6% growth) to $157B.
Jupiter's governance voted 73.9% to eliminate all emissions and redirect roughly $848M in annualized fees into pure buybacks with zero dilution, making JUP structurally deflationary (about 800M tokens are staked).
Standard four-year monthly token unlock schedules create destructive recurring sell pressure.
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Looking to automate the busywork and level up your UX skills? Right now, you can get 4 (human) expert-led design courses for the price of 2 with General Assembly [4]. Plus, they're waiving the application fee for TLDR subscribers.
iOS 27 is expected to introduce modest interface tweaks—less extensive than iOS 26's Liquid Glass redesign—while Apple focuses primarily on AI improvements and bug fixes. However, the update is notable as the first under new design leader Steve Lemay, who replaced Alan Dye, and may signal a shift toward refining usability and addressing areas where recent visual changes have impacted functionality.
Google Maps appears to have introduced a "limited view" mode for logged-out users, stripping key features such as nearby business listings, user reviews, and dine-in details. Whether the change is intentional or a glitch remains unclear, as some users received error messages suggesting network or browser extension issues, while others saw the stripped-back version with no error at all.
New connectors in Figma Make now allow teams to pull in context from tools like Amplitude, Box, Dovetail, Granola, Marvin, and zeroheight. Custom connectors can also be configured by connecting any remote MCP server through the Connectors settings. Organization admins have control over connector access and publishing via admin settings.
Designers who embrace AI as a creative partner — not a replacement — will gain a decisive edge in speed, strategy, and collaboration. AI is already used daily at Rule29 and O'Neil Printing to accelerate ideation, align teams more quickly, and sharpen strategic thinking. The human skills of taste, empathy, and judgment remain irreplaceable, and AI only makes them more valuable.
Design systems often fail not because of poor components, but because design files and code speak different languages, creating friction at every handoff. Five practices help bridge that gap: structuring code-like frames, building through composition, organizing components by decision flow, using AI to validate naming and structure, and making documentation part of the design process. When systems mirror how code works, translation becomes effortless, and the system scales without breaking.
Utah's bold and initially divisive 2034 Winter Olympics logo—featuring angular typography inspired by the state's landscapes and petroglyphs—has recently seen warmer reception during the Milano Cortina 2026 Games, with many praising its uniqueness and practicality despite early criticism. However, it's only a transitional design. The official logo is set to debut in 2029.
Generate and explore quasiperiodic tiling patterns. Every pattern that you create has a custom URL that you can bookmark and share.
Filmora is an all-in-one video editing software for desktop and mobile. Easily create professional videos with intuitive tools, AI-powered features, and creative effects.
Create AI-powered forms with natural language prompts. Collect feedback through engaging chat interfaces.
Dribbble designers who grow their businesses share work regularly and clearly, focusing on quality over volume. Each shot should include a descriptive title, context-rich description, and specific tags to help clients and Dribbble's search engine surface the right work. A complete profile — with availability status, bio, and consistent skills — is what converts a visitor into a potential client.
Ads in ChatGPT don't have to harm user experience and could actually improve recommendations if treated as high-utility, verified content rather than interruptions. AI could provide more accurate, real-time, and context-aware suggestions by integrating directly with brand catalogs and APIs instead of scraping biased web content, provided OpenAI maintains strict neutrality, clear labeling, user control, privacy protections, and prioritizes relevance over ad revenue.
New regulations in the EU (Digital Markets Act) and Japan have ended Apple's App Store exclusivity, allowing alternative iOS app marketplaces like AltStore PAL, Epic Games Store, Aptoide, Skich, Mobivention, and Onside to operate under Apple's notarization system but with their own policies, fees, and discovery models. While this creates new opportunities and competitive economics for developers—alongside added complexity, regional fees, and security variations—it signals the start of a more competitive, multipolar iOS ecosystem where curation, exclusives, pricing, and user experience will determine which stores succeed.
Five exceptional Mexican designers took center stage during Mexico City Art Week 2026, blending local heritage, craftsmanship, and contemporary design across furniture, lighting, and textiles.
Kyle Enochs, head of concept at Gunfire Games, creates character-driven digital art for games and book covers.
Different generations respond to distinct visual styles rooted in their shared cultural experiences.
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Blame Recall.ai [4].