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Thinking Machines has launched Tinker, a flexible API for fine-tuning open-weight language models. It abstracts infrastructure complexity, supports large MoE models like Qwen-235B, and comes with a low-level API and open-source Tinker Cookbook for implementing advanced post-training techniques.
The launch of Sora 2, a TikTok-style feed for AI-generated videos, prompted mixed reactions from OpenAI researchers, fearful of repeating social media's addictive patterns. Sam Altman defended the launch by claiming that consumer revenue will fund AGI research, but many internally and externally are skeptical that OpenAI can grow entertainment products without compromising its nonprofit charter.
Anthropic claims that Claude Sonnet 4.5 is the best coding model in the world. While there are still clear use cases where versions of GPT-5 seem likely to be better, Claude Sonnet does seem like the best coding model in the world right now. GPT-5 still seems to make better use of extended thinking time than Claude Sonnet 4.5 does. Unless you must have an open model or need to keep inference costs very low, there is no reason to consider anything other than Claude Sonnet 4.5 or GPT-5.
Claude Code is a terminal-based application that trades accessibility for native Unix command integration. The commands that power Unix happen to be perfectly suited for use by large language models. Having file system access allows Claude Code to write notes to itself, accumulate knowledge, keep running tallies, and think beyond a single conversation. Claude Code works as a blueprint for building reliable agentic systems because it captures model capabilities instead of limiting them through over-engineered interfaces.
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Running AI on your PC is transformative for productivity - but like all emerging tech, it comes with some security risk. Learn about the tactics attackers use to gain entry [12] to your endpoints, and how
Slack is reshaping how AI agents access and use enterprise data with a new platform that allows developers to tap directly into the rich conversational data flowing through workplace channels. Its new real-time search API and Model Context Protocol server give third-party developers secure, permission-aware access to Slack conversations, messages, and files. Slack is in increasingly intense competition with Microsoft Teams. Both companies are embedding AI throughout their collaboration platforms while taking markedly different approaches. Slack is focused on becoming an integration hub for other software experiences, while Microsoft is building a comprehensive suite of productivity tools.
Tunix is a JAX-native library that makes the path from pre-trained model to a fully aligned, production-ready large language model simpler. It gives developers a comprehensive and developer-friendly toolkit for aligning models at scale. Tunix is built for performance on TPUs, especially when combined with MaxText. The initial release provides modular and easy-to-use APIs for the most common post-training workflows.
Google DeepMind has built a custom generative image model fine-tuned for prototyping capable of producing design outputs that reflect specific stylistic features while enabling exploration of novel concepts.
YouTube plans to leverage AI to transform video creation, enabling creators to use AI tools like DeepMind's Veo 3 for video enhancements. CEO Neal Mohan highlights the potential for AI-generated content to democratize creation, although it raises questions about authenticity. Despite concerns, YouTube remains committed to AI advancements, aiming to stay at the forefront of video innovation.
The deal gives Meta access to Nvidia's latest GB300 systems and offers much-needed diversification to CoreWeave, which relies heavily on Microsoft and OpenAI. CoreWeave shares jumped 15% on the news.
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GenAI is now mainstream, and companies are placing an increased focus on security, data quality, and cost efficiency. Read the Google Cloud
The AI chip maker claims 20x faster inference speeds than Nvidia GPUs and serves trillions of tokens monthly to major companies and government agencies.
After receiving a cease-and-desist from Disney, Character.AI has removed various Disney-owned characters from its chatbot platform.
Samsung and SK Hynix say that OpenAI's anticipated demand could grow to 900,000 DRAM wafers monthly.
Rep. Nick Begich is pushing the BITCOIN Act, a bill co-sponsored with Sen. Cynthia Lummis that would make Bitcoin a strategic reserve asset and direct the US to acquire one million BTC over five years using budget-neutral strategies, citing its role in securing the country's economic future. America's balance sheet is overly weighted toward gold and should emphasize Bitcoin. The proposal, which builds on Trump's executive order protecting seized Bitcoin from liquidation, has gained support from crypto leaders including Michael Saylor.
Nasdaq-listed Sui Group plans to issue two stablecoins on the Sui blockchain in partnership with Ethena (suiUSDe, which offers yield, and USDi, which does not). The launch, expected by year-end, adds to growing competition among dollar-pegged tokens.
Starknet has launched BTC staking via wrapped assets like WBTC, tBTC, and Liquid Bitcoin, allowing holders to earn rewards while keeping custody and helping secure its L2 network. The Starknet Foundation is supporting the rollout with 100M STRK ($12M) in incentives to grow BTCFi, including borrowing and yield strategies, while Re7 Capital will introduce an institutional-grade BTC yield product in October.
Circle is examining mechanisms to allow USDC transaction reversals in cases of fraud or hacks while maintaining settlement finality, creating tension between immediate transfers and irrevocability that challenges crypto's foundational principle of permanent, immutable transactions. The exploration of reversibility aims to help scam victims and bolster mainstream trust in stablecoins, though it counters the decentralized model where transactions remain immune from unilateral changes by issuers or validators, with supporters pointing to successful examples like Sui validators freezing and returning $162 million during the Cetus exploit. Circle president Heath Tarbert argues that while blockchain technology may be superior, traditional finance systems offer benefits not currently present in crypto, suggesting developers recognize the need for some reversibility, provided all parties agree.
Despite Bitcoin near all-time highs, nihilistic sentiment pervades crypto as people recognize predatory market structures, including memecoins that reward influence over insight, large-cap supply games with high-FDV low-float launches and structured market-making deals, and retail-as-exit tokenomics where projects lacking revenue paths treat tokens as the product. The "revenue meta" represents a structural shift where speculative premiums compress as wealth rotates from outsiders to insiders, pushing prices toward fundamental floors with revenue becoming the baseline for sustainable valuations, similar to traditional finance, where profitable firms buy back shares when return on equity outpaces internal rate of return. Crypto's infrastructure advantages enable unprecedented scaling with Tether and Hyperliquid achieving over $100 million revenue per employee, while internet-native distribution through social platforms allows products to reach 100 million users in weeks, AI-accelerated building enables solo founders to create serious businesses, and programmable incentives reward users, creators, and referrers natively. Internet Capital Markets represent the inevitable evolution toward a single global layer with native issuance, trading, and settlement of any asset accessible worldwide, potentially creating millions of investable internet-native businesses onchain as startup costs decrease and scaling speed increases.
Melee Markets addresses the limitations of existing centralized prediction market platforms that restrict market creation and rely on market makers for liquidity, typically optimizing only for narrow events like elections or major sports outcomes rather than capturing the full spectrum of cultural conversation from breaking news to everyday opinions. The platform introduces "Viral Markets," a new primitive that allows creators to launch questions of any kind – factual or opinion-based – while users speculate through a pricing mechanism that rewards early and accurate predictions, with speculators gaining exposure to both the outcome and the market's growth itself. This design combines prediction market finality with token-like asymmetric upside, solving the cold start problem that has constrained the category while offering creators a sustainable way to monetize influence without reputational risk. At scale, Melee envisions a permissionless network where creators, speculators, and consumers crowdsource truth without gatekeepers, positioning prediction markets as a burgeoning category similar to social networks where multiple winners can emerge by distinguishing themselves across different dimensions and vertical niches.
Tom Lee's Ethereum thesis is dismantled across five key arguments, starting with the stablecoin and RWA adoption claim, where despite 100-1000x increases in tokenized asset value and stablecoin volumes since 2020, ETH transaction fees remain at 2020 levels due to network efficiency upgrades, activity migrating to other chains, and low-velocity tokenized assets generating minimal fees. The critique challenges Lee's "digital oil" comparison by noting that oil has traded in the same inflation-adjusted range for over a century with periodic spikes that revert, making commodity status bearish rather than bullish for ETH. The institutional adoption argument falls flat as no major banks have purchased ETH for balance sheets or announced plans to do so, with analysts noting that banks don't stockpile gasoline or buy shares in custodians they use. Lee's claim that ETH will equal the value of all financial infrastructure companies reflects fundamental misunderstanding of value accrual, while his technical analysis cherry-picks data to support bias rather than objectively showing Ethereum in a multi-year range similar to crude oil, with recent resistance failures and bearish technicals suggesting potential for extended $1,000-$4,800 trading range driven by saturated narratives and fundamentals that don't justify valuation growth.
Tether and Circle's combined 85% market share is slipping as new issuers, regulatory clarity under the GENIUS Act, and yield-sharing models reshape the landscape. Fintechs, exchanges, DeFi protocols, and wallets now have incentives to launch their own stables or strike revenue share deals, capturing float revenue that USDT and USDC traditionally hoarded. Emerging contenders like Ethena's USDe, Ondo's USDY, PayPal's PYUSD, and bank-issued consortium stables point to a more fragmented market, where frictionless swaps and homogenized regulation erode network effects. Banks' eventual entry could dwarf today's $300B market, making the next phase of stablecoins far more competitive than the Tether/Circle era.
Coinbase is integrating 1inch's Swap API to power non-custodial token swaps, marking 1inch's largest US client to date.
Many projects choose to launch as Layer 1s instead of Layer 2s because of the “L1 Premium” (inflated valuations given simply for being an L1).
Coinbase rolled out DeFi lending with up to 7.4% yields on USDC, listed new stablecoins ($AUDD, $XSGD), and partnered with Google to power AI agent payments via x402.
Aerodrome generated over $250M in Chain GDP over the past year, making up more than 30% of Base's total economy and outpacing protocols like Uniswap, Aave, and Virtuals.
OpenAI launched its first large-scale brand campaign, showcasing everyday moments where ChatGPT quietly helps people achieve goals, framed as “everyday magic” rather than a tech spectacle. Shot on 35mm film with an intimate, human-centered style, the campaign reflects ChatGPT's growing role in daily life, timed alongside the rollout of its new Pulse feature for real-time updates.
Kai Trump, Donald Trump's granddaughter, faces backlash for her new varsity-style “KT” logo merchandise, accused of copying Travis Kelce's “TK” Tru Kolors logo. Fans on both sides have debated the issue online, though neither party has commented, with comparisons fueled by Kelce's established brand presence and previous logo disputes.
Facebook is introducing fan challenges that allow creators to prompt followers to create reels or posts in response, with submissions ranked on a leaderboard based on the number of reactions. The platform will also enable creators to customize "top fan" badges that appear next to the names of their most engaged followers. Meta tested fan challenges over three months, generating 1.5 million entries, as it pushes to make Facebook more creator-focused despite being better known for community groups and AI-generated content.
The common mockup-centric design approach often leaves conceptual models and user flows underdeveloped, creating a "lopsided horse" problem that is particularly dangerous for complex enterprise applications. AI-powered prototyping offers a potential solution, but popular "vibe coding" methods encourage building without blueprints, leading to structural ambiguities and broken conceptual models. A more disciplined, intent-driven approach to prototyping is needed to bridge the gap between design intent and live prototypes while maintaining conceptual clarity.
Design systems should function as living languages that can adapt to different contexts through "design dialects"—systematic variations that maintain core principles while developing new patterns for specific user needs. At Shopify, adapting the Polaris design system for warehouse workers who wear thick gloves and work in low-light conditions increased task completion, proving that contextual flexibility serves users better than uniformity. The author advocates for frameworks that tier components by flexibility (Consistent, Opinionated, Flexible) and evaluate changes through user outcomes, documenting deviations as legitimate dialects rather than exceptions, because unity through shared principles beats uniformity through cloned components.
About a quarter of illustrators have reported losing work to AI. Industry surveys show declining fees, lost commissions, and rising legal uncertainty over image use and copyright. While some illustrators embrace AI as a creative aid, others see it as a threat, citing plagiarism and lack of transparency. Agencies like Jacky Winter are developing clear AI policies, while groups such as the Association of Illustrators are pushing for stronger legal protections amid an evolving, divisive landscape.
Burp is an AI motion editor for ads, social content, UI design, websites, and more.
Easily build pages with AI, and turn ideas into stunning websites.
Create harmonious color patterns with Oklchroma, a powerful OKLCH-based color scale generator for designers and developers.
Quiet UI is a component library that serves as a creative outlet for experimenting with bleeding-edge Web APIs, such as ElementInternals and the Popover API, which were not yet ready for Web Awesome, an acquired and more mature project. The library features CSS-generated color palettes using OKLAB/OKLCH color spaces and acts as a testbed—several components have already been adapted into Web Awesome, including popover, slider, and scroller.
Ten essential UX principles separate intuitive digital experiences from frustrating ones, emphasizing user-centered design over designer preferences and prioritizing clarity, consistency, and feedback. Key foundations include maintaining familiar patterns to build trust, providing clear responses for every action, and designing for accessibility as a fundamental requirement rather than an afterthought. Effective UX is iterative and context-aware. It is ultimately about respecting users' time and intelligence through thoughtful design choices that treat people well.
A Russian YouTuber has leaked an unboxing of the unreleased M5 iPad Pro, despite Apple not officially selling products in Russia. It looks nearly identical to the M4 model but with notable performance gains, including up to 15% faster CPU performance and 38% better Metal graphics. The leak also suggests the 256GB/512GB models will get 12GB RAM. An October announcement is expected.
Sony is releasing a 400-page art book called 'PlayStation: The First 30 Years' that will feature never-before-seen prototypes, concept sketches, and design models from the console's history.
Taylor Swift's upcoming album, The Life of a Showgirl, exemplifies how she transforms music releases into interactive puzzles by incorporating coded Easter eggs into her covers, costumes, and promotional materials.
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OpenRouter gives you a single API & SDK to access 500+ models [4] - GPT, Claude, Gemini, Llama, Mistral, and more.
Cognition AI built Blockdiff to get fast block-level diffs and snapshots of VM disks for its AI software engineer, Devin. Blockdiff addresses the slow snapshot times experienced with EC2 by creating compact, instantaneous snapshots with zero overhead by only storing the differing blocks between a base image and VM disk. The tool uses Linux filesystem concepts like sparse files and copy-on-write to efficiently serialize the diffs.
Multi-agent AI systems frequently fail because they don't have a proper shared memory infrastructure. While context engineering has improved individual agent performance by managing "the right information at the right time," this approach breaks down when multiple agents must coordinate without shared memory systems. The solution is memory engineering: creating a persistent, shared memory infrastructure that allows AI agents to evolve from single-agent tools to coordinated teams capable of handling enterprise-scale problems.
Computers store text as bits, and encodings define how these bits translate into human-readable characters through lookup tables. Problems happen when text is interpreted with the wrong encoding, leading to incorrect character display. It's best to consistently use Unicode (specifically UTF-8) and proper encoding conversion techniques to prevent data loss and guarantee accurate text representation.
Engineers often avoid internal politics, viewing it as a negative game, but this is a mistake. Politics is simply how humans coordinate and exert influence within organizations. Avoiding politics doesn't eliminate it, it just allows "bad politics" and misinformed decisions to prevail. By building relationships, understanding incentives, and communicating effectively, engineers can engage in "good politics" to advocate for better outcomes.
The difference between good and great performers is in "practice surface area," not just talent or formal training. This is the total time and space in one's life where practice can occur. Elite performers dissolve the boundaries of formal training by integrating their craft into everyday life.