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31,958 matchesCRITICAL SECURITY VULNERABILITY IN REACT SERVER COMPONENTS
There is a security vulnerability in React Server Components that allows unauthenticated remote code execution. It exploits a flaw in how React decodes payloads sent to React Server Function endpoints. Apps may still be vulnerable even if they don't implement any React Server Function endpoints. The vulnerability is present in versions 19.0, 19.1.0, 19.1.1, and 19.2.0 of react-server-dom-webpack, react-server-dom-parcel, and react-server-dom-turbopack.
FAILED SOFTWARE PROJECTS ARE STRATEGIC FAILURES
APPLE DESIGN EXECUTIVE ALAN DYE POACHED BY META IN MAJOR COUP
Meta has poached Apple's most prominent design executive. Alan Dye has served as the head of Apple's user interface design team since 2015. Apple will replace Dye with longtime designer Stephen Lemay. Meta is creating a new design studio and putting Dye in charge of design for hardware, software, and AI integration for its interfaces.
EVERYONE IN SEATTLE HATES AI
Tech workers in Seattle tend to react negatively when the topic of AI is brought up. This is due to several reasons, like layoffs due to AI, the proliferation of AI in software, and being forced to use AI tools whether they work or not. The result is that engineers are no longer trying because they think they can't, and companies aren't empowering them because they assume they shouldn't. Bad products are only reinforcing the belief that AI is doomed.
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REDDIT'S CEO SAYS R/POPULAR ‘SUCKS,' AND IT'S GOING AWAY
Reddit is also limiting how many popular communities one person can moderate and pushing more personalized feeds.
THE WAR ON “ANEMIC” CODE
Anemic code refers to thin wrappers that explain nothing and add needless indirection.
TESLA OPTIMUS SHOWS OFF ITS NEWEST CAPABILITY AS PROGRESS ACCELERATES
Elon Musk says that Optimus will be able to relieve humans of work entirely within the next 20 years.
STREAMLINING MY USER-LEVEL CLAUDE.MD
This post provides a CLAUDE.md file that contains guidelines that Claude should abide by while using its own planning and decision-making tools.
ANDY KONWINSKI WENT FROM JEHOVAH'S WITNESS OUTCAST TO AI EVANGELIST
Andy Konwinski co-founded Databricks and Perplexity, and now he wants to solve 'species-level' problems.
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NVIDIA SHATTERS MOE AI PERFORMANCE RECORDS WITH A MASSIVE 10X LEAP ON GB200 ‘BLACKWELL' NVL72 SERVERS, FUELED BY CO-DESIGN BREAKTHROUGHS
Nvidia has managed to make a breakthrough in scaling performance on Mixture-of-Experts (MoE) AI models. The firm's GB200 Blackwell NVL72 configuration scaled up performance by a factor of 10 compared with the Hopper HGX200. With the results, Nvidia claims that the Blackwell architecture is poised to capitalize on the rise of frontier MoE models. MoE models are known for their computationally efficient nature. Their deployment across a wide range of environments is becoming increasingly prominent.
GOOGLE LAUNCHES WORKSPACE STUDIO FOR NO-CODE AI AGENTS
Google has launched a workflow builder where you set triggers and define steps, and Gemini handles the fuzzy matching that rigid automation can't, like extracting action items from emails or deciding which messages actually need a response. It connects across Gmail, Drive, Sheets, and third parties like Salesforce and Jira.
TOUCHING THE ELEPHANT - TPUS
The development of Google's Tensor Processing Unit (TPU) is a story of trade-offs, constraints, and co-design. It involved working with hardware, software, algorithms, systems, network topology, and everything in between. TPUs did not happen by accident, but through the deliberate process of design and iteration. This article tells the story of how Google created a chip designed with deep learning in mind.
DEFINING REINFORCEMENT LEARNING DOWN
Reinforcement learning (aka post-training) is simpler than it sounds: generate responses, get scores, then retrain while emphasizing the high-scoring ones. If you already have code to pretrain a model, you can turn it into post-training code by adding a single line that weights updates by score.
HOW CONFESSIONS CAN KEEP LANGUAGE MODELS HONEST
When models optimize for correctness, helpfulness, and safety all at once, they can learn shortcuts to “reward hack” while hiding misbehavior in plausible-looking outputs. OpenAI trained a version of GPT-5 to produce a separate "confession" judged only on honesty and found models will admit to reward hacking 90% of the time, even when they hide it in their primary response.
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SYSTEM INSTRUCTIONS FOR GEMINI 3 PRO
This post provides system instructions for Gemini 3 Pro that improved performance on various agentic benchmarks by up to around 5%. Specific instructions are often required to control how the model reasons, plans, and executes tasks for deep agentic workflows. Complex agents often require a trade-off between computational cost (latency and tokens) and task accuracy. A guide on how to build better agentic workflows is linked in the thread.
FROM CODE FOUNDATION MODELS TO AGENTS AND APPLICATIONS: A COMPREHENSIVE SURVEY AND PRACTICAL GUIDE TO CODE INTELLIGENCE (16 HOUR READ)
This study presents a comprehensive analysis of code-generating large language models across their entire life cycle. It examines both general-purpose models and code-specialized models. The researchers bridged the gap between academic benchmarks and real-world software development challenges through systematic experiments on scaling laws, architectures, and training methodologies. They also conducted a series of experiments that analyzed code pre-training, supervised fine-tuning, and reinforcement learning across multiple dimensions.
ONE YEAR USING CHATGPT PRO IN A SOLO MUSIC BUSINESS
Reflections on a year of using ChatGPT Pro across creative, technical, and business tasks in a solo-run music company.
ANTHROPIC CEO SAYS SOME TECH FIRMS TOO RISKY WITH AI SPENDING
Anthropic's CEO, Dario Amodei, says that some artificial intelligence companies are taking on too much risk by committing to spending hundreds of billions of dollars to develop and support AI systems. The industry is facing a real dilemma due to the need to balance costly investments in data centers with uncertainty in how quickly the economic value is going to grow. Anthropic is trying to manage risk responsibly. While it has increased its spending, it has largely concentrated on growing its enterprise business rather than focus on customers.
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OPENAI TO ACQUIRE NEPTUNE
Neptune builds monitoring and debugging tools for AI model training to compare thousands of runs and surface issues during training.
EARLY LOOK AT UPCOMING APP SUBMISSION FLOW FOR CHATGPT
OpenAI's ChatGPT App directory features a refined five-step app submission, a new review process, and more features for developers.
MICROSOFT DROPS AI SALES TARGETS IN HALF AFTER SALESPEOPLE MISS THEIR QUOTAS
The sales figures suggest enterprises aren't yet willing to pay premium prices for AI agent tools.
FUSAKA & ETHEREUM'S NEW UPGRADE CADENCE
Fusaka, Ethereum's 17th major upgrade, just went live, marking the start of a planned twice-a-year hard-fork schedule. The main change is PeerDAS, plus two “blob parameter only” follow-ups (into January), which together can boost blob capacity by up to 8x, making rollups cheaper and more scalable. Fusaka also adds a blob fee floor, higher and safer gas limits, and native secp256r1/passkey support, while quietly laying groundwork for future ZK and quantum-resilience improvements.
UK RECOGNIZES CRYPTO AS NEW ASSET CLASS
The UK's Property Act 2025 has received Royal Assent from King Charles III, establishing crypto as a third property category distinct from physical objects and contractual rights after passing both houses without amendment. The Law Commission recommended the reform in 2023 to provide clearer legal pathways for proving ownership, recovering stolen assets, and handling digital holdings in insolvency or estate cases beyond existing case-by-case court judgments. It is potentially the biggest change in English property law since the Middle Ages. The UK aims to match US stablecoin regulation speed with new rules operational on comparable timelines.
PEERDAS MEANS REAL SHARDING FINALLY LIVE ON ETHEREUM
Fusaka's PeerDAS is sharding. Ethereum now reaches consensus on blocks without any single node having to see all the data, using client-side sampling instead of validator voting. That means L2s can scale to far more data and transactions while keeping Ethereum's security guarantees, and this is even robust to 51% attacks. The L1, however, still doesn't benefit fully without mature zkEVMs, block building is still centralized in builders, and there's no sharded mempool yet. Over the next two years, the plan is to scale up PeerDAS for L2s, then point it inward to increase L1 gas capacity once zkEVMs are ready.
TAIWAN'S FIRST REGULATED STABLECOIN DEBUTING NEXT YEAR
Taiwan's Financial Supervisory Commission confirmed the island's first regulated stablecoin could launch late 2026 after the Virtual Assets Service Act cleared cabinet reviews with stablecoin-specific regulations following within six months, though the critical decision between USD or Taiwan dollar backing remains unresolved. A USD-pegged token bypasses strict currency export controls, keeping the Taiwan dollar onshore, while a TWD stablecoin enabling cross-border settlement would directly challenge decades of central bank policy preventing unofficial offshore pricing. Financial institutions will lead initial issuance under rules requiring full reserve backing, strict asset segregation, and domestic custody requirements.
IN DEFENSE OF EXPONIENTALS
New blockchain launches like Monad face unprecedented hate instead of the historical indifference or enthusiasm, with critics applying P/E ratios and revenue multiples that represent abandoning exponential thinking for linear growth assumptions, capping crypto at 30 million DAUs and under 1% of M2. Amazon took 22 years to turn profitable after 10 years of stock chop, while critics called it a VC-subsidized charity, yet Ethereum is only 10 years old as crypto's center of gravity shifted from Silicon Valley's exponential mindset to Wall Street's linear regime focused on metrics like Solana's REV. Crypto transforms financial assets into open file formats, making everything 24/7, global, and interconnected, positioning blockchains to gobble up all finance with adoption, rendering current valuations cheap if you believe the exponential rather than applying traditional valuation frameworks to an industry still in its growth phase.
WELCOME TO POST-CT
Crypto Twitter (CT) as a coordination mechanism is failing as the monoculture era ends. CT once compressed narrative discovery, trust routing, and reflexive allocation into one interface that synchronized ecosystems around dominant metas, producing visible winners at scale. The regime degraded as playbooks industrialized, closing inefficiency windows faster, extraction layers harvested median participants as exit liquidity, and attention fragmented across niches rather than converging on shared focal points that generated common knowledge. Post-CT means CT shifts from upstream engine determining flows to downstream interface layer broadcasting reputational signals while actual allocation occurs inside higher-trust subgraphs like operator circles, sector communities, and private institutional rooms.
A MIS-PRICING OF "OWNERSHIP" COINS
Ownership coins with futarchy-controlled DAOs offer robust treasury claims, creating asymmetric opportunities as tokens trading below treasury value provide liquidation floors demonstrated by MTN Capital's successful dissolution, while those with treasury representing the majority of market cap should be valued on discounted enterprise value. SOLO appears most mispriced with $13 million treasury against $15 million market cap, implying $2 million enterprise value versus an estimated $10-20 million pre-money valuation for a post-product stablecoin team, offering 2-4x upside with limited downside. Projects like LOYAL and PAYS trading below treasury represent free call options where worst-case liquidation generates profit while maintaining team execution upside, contrasting traditional startup equity's illiquidity and long horizons. The framework applies when tokens meet three criteria: high liquidity, treasury exceeding 75% of valuation, and short liquidation timelines with robust asset rights, fundamentally changing risk-reward calculations as downside floors compress while preserving asymmetric upside, unlike governance tokens with zero liquidation value.
BLACKROCK AND COINBASE CEO CHAT
Coinbase CEO Brian Armstrong declared 2025 the year crypto regulation became real, citing the GENIUS Act and bipartisan House market structure bill advancing to the Senate, while defending Fairshake's $78 million election spending as transparent advocacy for 52 million American crypto users. BlackRock CEO Larry Fink evolved from calling Bitcoin "money laundering" to viewing it as an "asset of fear" held against deficits and currency debasement after thousands of client conversations influenced his thinking. Armstrong dismissed bank anxiety over stablecoin deposit flight as regulatory capture protecting profit margins and predicted banks will embrace paying interest on stablecoins within two years as the best institutions lean into the opportunity per the Innovator's Dilemma.
POLYAAVE: YIELD ON POLYMARKET OUTCOME TOKENS
PolyAave is a vault that lets Polymarket traders earn Aave yield on their “Yes/No” outcome tokens.
ETHEREUM GAS ATH ON FUSAKA DAY
Ethereum just hit a new all-time high in daily gas usage, topping 200 billion gas on the same day the Fusaka upgrade went live.
WHERE ARE WE IN THE CRYPTO ADOPTION CURVE?
There's a 75% chance the industry is about to finish crossing the gap from early adopters to “early majority,” which would kill the simple 4-year boom-bust cycle and make crypto trade more like a normal macro asset class.
FRANKLIN TEMPLETON LAUNCHES SOLANA ETF
Franklin Templeton has launched the Franklin Solana ETF (ticker SOEZ) on NYSE Arca, adding Solana to its lineup of crypto products alongside BTC, ETH, XRP, and a broader crypto index.
DEVELOP A DEEPER UNDERSTANDING WITH INTERACTIVE IMAGES IN GEMINI
Gemini introduced interactive images that let users tap or click on parts of diagrams to access definitions, explanations, and deeper content about complex academic concepts. This feature transforms studying from passive viewing into active exploration, allowing learners to gain more information and ask follow-up questions. The capability makes learning more visual, dynamic, and accessible by moving beyond simple text and static images.
ANIMATED FLOW DEMONSTRATIONS HAVE ARRIVED ON MOBBIN
Mobbin has launched animated interface previews, giving UX/UI designers the ability to view interfaces as interactive flows rather than static screenshots. The new feature shows real motion and behavior—transitions, button states, message animations, and navigation responses—making it easier to understand how an experience truly works, not just how it looks. While the animations are heavier to load and not every flow is available yet, the update offers designers far more realistic, “live” references for shaping smoother, more user-friendly products.
APPLE'S NEW FONT BOOK ICON IS UPSETTING DESIGNERS
THE UX SKILLS GAP AND WHY EMPLOYERS NEED DESIGN THINKERS, NOT JUST DEVELOPERS
UK organisations face a critical UX skills gap, with teams rich in technical talent but lacking professionals who can connect digital systems to actual user needs through design thinking. The Design Council reports that firms that integrate design into business processes grow twice as fast, yet many digital transformation projects fail due to poor user experience rather than technical shortcomings. Apprenticeships in UX and digital design offer employers a practical solution for developing design thinkers internally, building a workforce capable of combining analytical skills with human-centered problem-solving.
HOW TO REWILD YOUR CREATIVE PRACTICE
A writer and artist who relocated from NYC to Upstate New York discovered that gardening transformed her creative approach and helped combat digital burnout. Through years of cultivating her yard, she learned six transferable lessons: embrace creative ecosystems through collaboration, start projects with available resources, ruthlessly edit ideas like pruning plants, experiment abundantly without knowing the outcomes, accept slow, nonlinear progress, and celebrate completed work. The practice of working with soil, plants, and natural cycles rewired her into a happier person while grounding her predominantly digital creative life.
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