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AN INDIVIDUAL CAN CHANGE AN ORGANIZATION

Individuals can change organizations regardless of seniority by being persistent and willing to debate.

RM -RF REMAINS

This post looks at what happens to a system after performing 'rm -rf'.

INTRODUCING GENERALIZED CONSENSUS: AN ALTERNATE APPROACH TO DISTRIBUTED DURABILITY

This series discusses consensus algorithms and proposes a conceptual framework that makes systems more approachable, adaptable, and flexible.

CHROME CAN NOW AUTOFILL DRIVER'S LICENSE, VEHICLE INFO, AND MORE

Chrome's new 'Enhanced autofill' option lets the browser understand forms better and autofill them faster with more information for users.

IS IT WORRYING THAT 95% OF AI ENTERPRISE PROJECTS FAIL?

95% of organizations are getting zero return from their AI projects, but around 95% of hard enterprise IT projects fail anyway - AI projects failing at that rate is nothing special.

AI'S DIAL-UP ERA

The Internet in the dial-up era was slow and untrusted, and people called it a fad and bubble - this is where AI is at now.

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AWS AND OPENAI ANNOUNCE MULTI-YEAR STRATEGIC PARTNERSHIP

OpenAI is moving a significant portion of its compute to AWS in a $38 billion, seven-year deal that provides immediate access to hundreds of thousands of Nvidia GPUs with the ability to scale to tens of millions of CPUs. OpenAI won't serve its models through AWS (yet) due to its exclusive cloud relationship with Microsoft.

MICROSOFT SIGNS $9.7 BILLION CLOUD DEAL WITH IREN AS AI DEMAND SWELLS

Microsoft inked a $9.7 billion deal with data-center operator IREN to access Nvidia's advanced chips, addressing a computing crunch amid increasing AI demand. This five-year partnership allows Microsoft to boost capacity without constructing new facilities or securing additional power. IREN's phased deployment, supported by Microsoft's prepayment, will run through 2026.

WHAT'S UP WITH ANTHROPIC PREDICTING AGI BY EARLY 2027?

To get Nobel-Prize-winning AIs by early 2027, AIs must fully automate researching engineering by December 2026 and go from completing hour-long tasks today to completing two-week-long tasks in just the next 8 months. OpenAI is only slightly more conservative than Anthropic, estimating automated AI research by March 2028.

BABY SHOGGOTH IS LISTENING

AI will replace human writers and readers. Influential figures in AI like Tyler Cowen and Gwern argue that writers shouldn't optimize for human readers served by algorithmic feeds but for LLMs that will invariably train on their work. The motivation ranges from practical (LLMs now mediate most information retrieval and composition) to existential (influencing a future superintelligence may be the only lasting legacy).

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QWEN3-MAX-THINKING

Qwen3-Max-Thinking has been released in early preview. It currently achieves 100% on challenging reasoning benchmarks like AIME 2025 and HMMT when augmented with tool use and scaled test-time compute. The model is available in Qwen Chat and the Alibaba Cloud API.

NOTES FROM READING THE AMP MANUAL

Amp is a coding agent with support for MCP, the ability to set project, folder, and global context, a permissions system, headless mode, and more. It stores all threads on the server so users can resume a thread anytime. Amp picks the right model for each task, but it can be nudged to use more expensive models. It is pay-per-token and not cheap, but it is worth it because it saves time.

ASSISTANT-UI

assistant-ui is an open-source TypeScript/React library for building production-grade AI chat experiences quickly. It handles streaming, auto-scrolling, accessibility, and real-time updates, and works with any custom backend. assistant-ui has broad model support out of the box. It is fast to production and designed for customization with a great developer experience.

ANTHROPIC LANDS COGNIZANT AS ENTERPRISE AI CUSTOMER

Cognizant Technology Solutions is now one of Anthropic's three largest customers by total number of enterprise seats. The company plans to roll out Claude to its 350,000 employees. It will also co-sell Anthropic's Claude models to its business customers. The financial terms behind the partnership have not been publicized.

PERPLEXITY ASSISTANT WILL BE ABLE TO JOIN YOUR MEETINGS SOON

Perplexity is developing a wider set of meeting automation tools. These upcoming options will let users toggle automatic recordings of meetings, enable the assistant to join certain meetings on its own, and specify recipients who should receive a recap after the session concludes. They will help professionals and teams streamline meeting documentation and follow-up and cut down on manual note-taking and coordination. There is no timeline announced yet for the rollout of these new features.

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THIS IS THE LETTER THAT CAUSED GEMMA TO BE PULLED FROM AI STUDIO

Republican Senator Marsha Blackburn wrote a letter to Google demanding information about why its small, open-source model Gemma hallucinated “defamatory” information about her.

MICROSOFT TO INVEST OVER $15 BILLION IN UAE, SECURES US EXPORT LICENSES FOR NVIDIA CHIPS

The investment primarily funds data center expansion, where cutting-edge Nvidia chips will be allowed to enter the UAE for the first time.

PINTEREST ASSISTANT FOR VISUAL SHOPPING

Pinterest has introduced an AI-powered assistant designed to make online shopping more personalized and visually intuitive.

BALANCER HIT BY POTENTIAL $128M EXPLOIT ON ETHEREUM

Balancer, an Ethereum-based DEX and automated portfolio manager, appears to have been exploited for over $128.6 million, with large outflows detected from its vaults. Blockchain security firm PeckShield and analytics providers like Nansen flagged unusual transfers, including 6,587 WETH ($24.5M), 6,851 osETH ($26.9M), and 4,260 wstETH ($19.3M). Balancer confirmed it is “aware of a potential exploit” affecting V2 pools and is working with security teams to assess the damage. Early reports suggest the breach stemmed from a faulty smart contract check, possibly impacting older V2 forks across multiple chains.

NOVEMBER THE NEW OCTOBER FOR CRYPTO ETFS

Four crypto ETFs launched this week using a procedural shortcut requiring "no delaying amendment" language in S-1 filings that automatically become effective after 20 days unless the SEC issues a stay, which circumvents problems caused by the government shutdown. Fidelity and Canary Capital filed updated S-1s on Thursday for spot Solana and XRP ETFs, respectively, which could launch as early as November 13 if the SEC doesn't intervene. Some filings like XRP haven't received SEC feedback, unlike reviewed Solana, HBAR, and Litecoin applications, potentially prompting the agency to halt automatic approval.

ZCASH Q4 2025 ROADMAP

Electric Coin Co. unveiled its Q4 2025 roadmap for Zcash, which focuses on ephemeral addresses for every swap via NEAR Intents protocol, automatic transparent address generation after receiving funds, and Keystone hardware wallet improvements. ZEC price surged from $50 in mid-September to $420, while Orchard protocol shielded supply crossed 4.1 million tokens, with the bulk of growth occurring since mid-September. The roadmap builds on the August 28 decentralized off-ramp and October 1 on-ramp releases in the Zashi wallet.

HONG KONG OPENS ACCESS TO GLOBAL CRYPTO LIQUIDITY POOLS

Hong Kong's Securities and Futures Commission (SFC) will now allow licensed local crypto exchanges to share global order books with their international counterparts, a major step toward integrating the city's markets into the global crypto liquidity network. The move marks a shift from Hong Kong's previous pre-funded, closed-border settlement model, allowing exchanges to offer better price discovery and competitiveness.

MUST-WATCH DAPPS AFTER MONAD MAINNET LAUNCH

Monad launched its airdrop claim portal on October 14 ahead of mainnet, with 293 dApps in its ecosystem directory leveraging technical features like MonadBFT, parallel execution, and MonadDB for onchain order books and high-performance applications impossible on other EVMs. Top-funded projects include liquid staking protocol aPriori, spot DEX Kuru, and perp DEX Perpl. The ecosystem shows strong clustering around CLOB-based DEXs, prediction markets, and AI infrastructure, though analysis notes a lack of stablecoin and RWA projects despite the Monad Foundation's July acquisition of Portal.

UNSECURED STABLECOIN CREDIT

The $1.21 trillion US credit card market hasn't seen major structural innovation since Capital One introduced risk-based pricing in the 1990s, creating an opportunity to shift unsecured consumer credit to stablecoin rails with real-time receivable tokenization. One proposed model allows issuers to tokenize card receivables between authorization and settlement, receiving instant USDC funding from decentralized credit pools before repaying via smart contracts when borrowers pay. Transaction-level underwriting pioneered by BNPL lenders like Affirm produces discrete, standardized receivables ideal for specialized onchain credit pools targeting specific borrower profiles or purchase categories with dynamic pricing. The shift requires rebuilding credit infrastructure, including decentralized identity systems, lender credibility assessments replacing S&P/Moody's ratings, and onchain-integrated collections mechanisms, to complete the triangle of stablecoin-based saving, yield, and borrowing.

WHY CRYPTO CAN'T BUILD ANYTHING LONG-TERM

Crypto's structure makes long-term building nearly impossible, as founders are trapped in an 18-month narrative cycle where hype dictates funding, talent, and user attention. Each new trend, from NFTs to DeFi to AI agents, forces rapid pivots to stay relevant, leaving most projects perpetually “almost finished” but never complete. With capital chasing attention, not execution, unfinished products signal limitless potential while finished ones expose limitations. Founders, investors, and even users are incentivized to pivot, not persevere, since the market rewards novelty over durability.

ETHEREUM'S SECURITY DEPENDS ON DECENTRALIZING L2S

Although Ethereum L1 is nearly incorruptible, its Layer 2 ecosystem still depends too heavily on multisigs and centralized sequencers, making it vulnerable and incomplete in achieving true Ethereum-level security. We need to enable decentralized sequencing, through shared or Based rollup designs, to enable secure, composable liquidity and state across L1 and L2. Without this, each rollup must rebuild costly infrastructure like oracles and liquidity, undermining Ethereum's scaling vision.

LONGER TOKEN VESTING IS KEY TO BUILDING DURABLE CRYPTO PROJECTS

a16z's proposal for 5+ year token vesting should be the standard for sustainable crypto market structure.

ZEROHASH SECURES MICAR LICENSE TO EXPAND ACROSS EUROPE

ZeroHash Europe has obtained authorization under the EU's Markets in Crypto-Assets Regulation (MiCAR) from the Dutch Authority for the Financial Markets, allowing it to offer regulated crypto and stablecoin infrastructure services across the EEA.

CRYPTO MARKET AT A CROSSROADS: BEAR VS. BULL SIGNALS

Conflicting forces shape the next phase of the crypto market.

DEFI PAYS YOU IN MONOPOLY MONEY

Figure's Prime platform delivered 8.5% APY from real borrower interest payments (9.76% gross minus servicing fees) with $21 million committed capital, contrasting traditional DeFi yields sourced primarily from token inflation like Solana staking (>90% from emissions) and Ethereum (mixed fee/issuance model).

OPENAI ADDS REUSABLE ‘CHARACTERS' AND VIDEO STITCHING TO SORA

OpenAI has expanded Sora 2's capabilities by introducing "character cameos," which allow users to turn pets, illustrations, toys, and other subjects into reusable AI video avatars with customizable sharing permissions. The update also adds video stitching, which combines multiple clips into longer, multi-scene videos, as well as leaderboards showcasing popular content and characters. OpenAI temporarily opened sign-ups for the Sora app in the US, Canada, Japan, and Korea without requiring invitation codes.

PEPSICO REBRANDS FOR THE FIRST TIME IN 25 YEARS, AND I'M UNDERWHELMED

PepsiCo has unveiled a new logo, shifting from its 25-year-old design to lowercase letters centered on a “P” surrounded by shapes representing food, drinks, sustainability, and consumer focus, with a tagline of “Food. Drinks. Smiles.” However, critics find it overly complicated, underwhelming, and unlikely to raise awareness of its extensive portfolio beyond Pepsi itself.

PERPLEXITY STRIKES MULTI-YEAR LICENSING DEAL WITH GETTY IMAGES

AI search startup Perplexity has signed a multi-year licensing agreement with Getty Images, enabling it to display Getty's stock photos across its AI-powered search tools, accompanied by proper attribution and links to sources. The deal marks a shift for Perplexity, which faced plagiarism accusations this year for scraping content and images from news organizations. While Getty was previously part of Perplexity's Publishers' Program for revenue sharing, this new deal legitimizes the startup's past use of Getty photos.

GOOD FROM AFAR, BUT FAR FROM GOOD: AI PROTOTYPING IN REAL DESIGN CONTEXTS

An evaluation of AI prototyping tools, using a real redesign project, found that they can follow instructions to achieve general goals but lack the sophistication to produce thoughtful, high-quality designs without extensive human guidance. More specific prompts with detailed requirements yielded better results, though AI outputs still missed subtle nuances in visual hierarchy, spacing, and grouping that distinguish polished designs from merely adequate ones. The tools are most effective for early ideation and concept exploration, rather than final production, and paradoxically require a strong design knowledge to use effectively.

UX IS MORE THAN SCREENS: THE ART OF DESIGNING EMOTIONS

Steve Jobs transformed Apple by prioritizing emotional design over pure functionality, establishing "form follows emotion" as a guiding principle that science later validated through research showing aesthetics affect perceived usability. Emotional design operates on three levels—visceral, behavioral, and reflective—while AI now amplifies human empathy by creating hyper-personalized experiences that adapt to users' emotional states in real-time. The future of UX depends on synergizing artificial and emotional intelligence to design systems that understand not just user actions, but their feelings, making authentic human connection the ultimate measure of success.

DEVELOPERS SHOULDN'T LEARN DESIGN. DESIGNERS SHOULDN'T CODE

The debate over whether designers should code or developers should design misses the real issue: collaboration fails not from lack of shared skills, but from poorly structured roles built around handoffs instead of understanding. True progress comes from clarity—distinct yet connected roles like UX vs. UI and logic-focused vs. view-focused developers—working in a network, not a pipeline. Teams don't need hybrids - they need specialists who understand adjacent disciplines, especially the often-overlooked UI Developer who bridges design and implementation.

BUILD BEAUTIFUL WEBSITES WITH AI

GrapesJS is a free and open-source Web Builder Framework that helps build HTML templates faster and more easily.

METALLIC EFFECT GENERATOR

Create stunning metallic text effects with CSS gradients and reflections. Choose from presets or customize your own metallic look.

CREATE HIGH QUALITY PRESENTATIONS WITH AI

Design and refine beautiful presentations instantly using Alai's AI presentation maker. Start free and turn your ideas into professional decks in seconds.

INTUITIVE INTERFACES: WHAT ACTUALLY MAKES THEM CLEAR

Intuitive interfaces aren't created through templates or familiar patterns alone, but through systematic work that accounts for business goals, the product, and how users think. Poor visual quality, unmet expectations, high cognitive load, and ignoring user scenarios create "roadblocks" that confuse people and make them feel stupid, ultimately driving them away. The key is adapting interfaces to users rather than forcing users to adapt, focusing on clarity that builds confidence and enables people to accomplish their goals without struggling through confusing design.

YOU'RE DOING VIBE CODING WRONG: HERE'S HOW TO DO IT RIGHT

Vibe coding can accelerate development when used strategically for low-risk tasks, such as personal scripts, static sites, and prototypes. However, it becomes dangerous when applied to security-critical systems, including authentication, payment processing, or healthcare applications. Common pitfalls include AI-generated security vulnerabilities, accumulating technical debt through prompt-driven architecture sprawl, and debugging code that developers don't understand. To code responsibly, developers need foundational coding knowledge, must break projects into testable units, validate all AI outputs, maintain version control, and choose popular and well-documented frameworks and libraries.

PENTAGRAM USES CLEVER DESIGN TO BRING UNSEEN WOMEN INTO FOCUS

UNSEEN, a campaign by Marina Willer and Pentagram, brings global attention to the plight of North Korean women through striking visuals—a translucent red dot covering each woman's face to symbolize both erasure and resilience. Supported by Amnesty International and others, the campaign turns absence into presence using thoughtful design and ethical storytelling to confront hidden suffering while preserving dignity, reminding creatives that powerful work carries responsibility, meaning, and the courage to challenge audiences.

DESIGNERS MOST LIKELY AMONG CREATIVES TO BELIEVE AI DULLS CREATIVITY

A survey of 500 creative professionals in the UK found that 81% of designers believe AI undermines originality.