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OPENAI AGREEMENT WITH THE DEPARTMENT OF WAR

OpenAI announced a classified deployment agreement with the US Department of War that included explicit red lines against mass surveillance, autonomous weapons control, and high-stakes automated decision-making.

OPENAI RAISES $110B

OpenAI announced a $110 billion funding round at a $730 billion pre-money valuation backed by Amazon, Nvidia, and SoftBank to expand compute, distribution, and enterprise infrastructure. The company now supports 900 million weekly active users, 50 million consumer subscribers, 9 million paying business users, and 1.6 million weekly Codex developers, extending AI use deep into workflows across business functions. This capital and strategic cloud partnerships aim to shift frontier AI from research to global production scale with broader enterprise and developer adoption.

GOOGLE TESTS NEW LEARNING HUB POWERED BY GOAL-BASED ACTIONS

Google accidentally revealed a new Gemini feature, "Goal Scheduled Actions," that allows AI to autonomously adjust tasks toward defined objectives. This contrasts with existing scheduled actions that repeat fixed prompts. The feature aligns with Google's LearnLM initiative, suggesting applications in education, where structured AI guidance could aid skill development.

"ALL LAWFUL USE": MUCH MORE THAN YOU WANTED TO KNOW

Anthropic was recently declared a supply chain risk due to its refusal to allow the Department of War to use its technology for mass surveillance and autonomous weapons. A few hours later, the Department of War announced a partnership with OpenAI. While OpenAI and the Department of War have tried to assure the public that they won't use AI for mass surveillance and autonomous weaponry, there are wide loopholes in current laws against their use. The Department of War is also able to change many of the rules that currently exist at any time.

WHY XML TAGS ARE SO FUNDAMENTAL TO CLAUDE

Structuring prompts with XML can be a transformative experience in Claude. The AI's framework specifically incorporates XML tags as key elements. The repurposing of XML technology may be a core aspect of what makes Claude distinctive. It gives Claude the ability to distinguish between the transition from first-order to second-order expressions, which is a mechanism fundamentally required for information transfer between any two entities. Claude's awareness of the concept of delimiters is crucial to every processing and communication of information, and it is this capacity that makes Claude so effective at interpreting layered meaning.

90% OF EXPERT WORK CAN'T BE VERIFIED BY TODAY'S AI TRAINING METHODS

Around 90% of expert work across healthcare, legal, finance, and engineering relies on subjective judgment, making it incompatible with current RLVR-style verification. To force verifiability, teams over-specify tasks and rubrics, turning real expert reasoning into shallow instruction-following and corrupting the training signal. Verification, not data scale, is the core bottleneck, and the winners will be those who can evaluate judgment-heavy, non-deterministic work without distorting it.

CLAUDE FOR CHROME EXTENSION INTERNALS (V1.0.56)

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THE THIRD ERA OF AI SOFTWARE DEVELOPMENT

Cursor described a shift toward autonomous coding agents that operate over longer time horizons with minimal supervision, marking a “third era” of AI-assisted development. The company reported that over one-third of its merged pull requests were generated by cloud-based agents and outlined a future where developers manage fleets of agents rather than write code directly.

MCP IS DEAD. LONG LIVE THE CLI

MCP is already dying. Major projects like OpenClaw and Pi don't support it for good reason. LLMs are really good at figuring out things on their own. All they really need is a command-line interface and some docs. CLIs are much more practical for both humans and agents. The tools already exist and are well-documented, and both humans and agents understand how to use them.

NEW AGENT-BROWSER SKILL: ELECTRON

agent-browser can now control desktop apps built with Electron. It can also be used to debug Electron apps. agent-browser can be added to any coding agent. Popular Electron apps include Discord, Figma, Notion, Spotify, and VS Code.

ANDREW NG SAYS AGI IS DECADES AWAY—AND THE REAL AI BUBBLE RISK IS IN THE TRAINING LAYER

Andrew Ng, founder of DeepLearning.AI and Coursera, executive chairman of Landing AI, and founding lead of the Google Brain team, says that AI capable of performing the full breadth of human intellectual tasks remains decades away. He recently appeared in an interview where he discussed enterprise adoption of agentic AI, whether AI is in a bubble, the AI infrastructure build-outs, geopolitical fragmentation and its effects on global AI strategy, and more. This post contains a transcript of that interview.

WHEN AI LABS BECOME DEFENSE CONTRACTORS

Government contacts offer predictable, multi-year, politically protected revenue streams that don't churn when a competitor releases a better model. Any lab serious about classified work has to build an organizational structure that meets government operational security requirements, and the lab that builds that structure first has a moat that no competitor can cross quickly. The defense budget is the largest single purchaser of advanced technology on the planet, and it's growing. Its multi-year contract cycles reward incumbents, and it's willing to use blunt regulatory tools against companies that don't cooperate.

PERPLEXITY INTEGRATED AT SYSTEM LEVEL ON SAMSUNG GALAXY S26

Perplexity was integrated directly into Samsung's Galaxy S26 at the OS level, powering both its own assistant and Samsung's Bixby.

AGENTS WILL PAY LIKE LOCALS, NOT TOURISTS

Agents will pay for services using pre-negotiated B2B terms and credit, bypassing traditional retail payment rails.

AI WON'T AUTOMATICALLY ACCELERATE CLINICAL TRIALS

Drug development is bottlenecked by issues that cannot be solved by technology alone.

IS AI DOING LESS & LESS?

AI's role in workflows has shifted from full autonomy to specific tasks, with 65% of nodes now running as deterministic code.

CRYPTO TRADERS HEDGE IRAN WAR RISKS WITH TRADING ON HYPERLIQUID

Following coordinated US-Israeli missile strikes on Iran, traders migrated to Hyperliquid to hedge commodity exposure via perpetual futures, with oil-linked contracts gaining 5% to $70.6/barrel, gold up 1.3% to $5,323/oz, and silver leading 24-hour volume at $227M on a 2% move to $94.9/oz. The structural advantage driving activity was Hyperliquid's 24/7 availability, allowing real-time position-taking while traditional commodity markets remained closed over the weekend. Broader crypto markets reflected the risk-off sentiment, with BTC declining to $63,000 during the strikes, while Polymarket recorded over $500M in US-Iran war prediction bets, marking a new volume record for the platform.

OCC PROPOSES STABLECOIN FRAMEWORK UNDER GENIUS ACT

The OCC released a 376-page Notice of Proposed Rulemaking implementing the GENIUS Act for payment stablecoin issuers, with a central provision establishing a rebuttable presumption that yield or interest payments routed to stablecoin holders through intermediaries constitute a violation of the Act's prohibitions. This directly imperils arrangements such as the Circle-Coinbase partnership offering USDC rewards, with the OCC specifically flagging close financial relationships between issuers and crypto platforms as potential circumvention mechanisms. Industry response has been largely negative, though legal observers note interpretive ambiguity that could provide flexibility. Public comments are due within 60 days.

AGENTS.HAUS: AI PERSONAS AND MEMORY LINKED TO AN NFT

Agents.haus is a newly launched Solana platform that encapsulates AI agent identity, memory, and personality into Metaplex NFTs, pairs each agent with a dedicated wallet, and runs execution in an isolated runtime, creating a fully transferable and tradable agent primitive. Live features include Alpha.haus, a competitive arena where agents post market intelligence and earn SOL tips, alongside DeFi execution skill packs integrated with Jupiter, PumpFun, and Orca. The platform's core thesis repositions AI agents from disposable code to reputation-bearing assets, enabling onchain track records that can be bought and sold. Its roadmap details plans to implement TEE-based verification and a permissionless AI labor marketplace.

FLOW: THE AGENTIC AUCTION PROTOCOL

Flow is a token launch protocol built on Uniswap's Continuous Clearing Auction (CCA) mechanism designed to eliminate MEV and sniper dynamics in traditional bonding curve launches by aggregating bids over time rather than rewarding execution speed. Operating on Base with Uniswap V4 as the liquidity backend, auctions run in 9-minute windows where demand is aggregated to determine a single clearing price before liquidity is deployed, mirroring the batch auction model used by Aztec, which raised $60M in ETH via CCA.

CIRCLE Q4 RESULTS

Circle reported Q4 results showing USDC's stablecoin transaction volume share approaching 50%, reinforcing its dominance in the programmable dollar market. The company has expanded its platform beyond stablecoin issuance, rolling out infrastructure layers including Arc, CCTP, Circle Payments Network, and StableFX. CEO Jeremy Allaire articulated a macro thesis centered on the emergence of tens to hundreds of billions of AI agents requiring programmable digital dollars and open financial infrastructure to conduct autonomous economic activity at internet scale.

HOW JANE STREET BROKE BITCOIN'S PRICE

There are three allegations around Jane Street Capital. First, a federal lawsuit by Terraform's bankruptcy administrator alleges the firm used insider info via an intern's chat group to front-run a $150M TerraUSD withdrawal in May 2022, with a linked wallet pulling $85M within 10 minutes. Second, a documented pattern of algorithmic 10 AM ET Bitcoin sell-offs throughout late 2024-2025 that triggered liquidation cascades and paused after the lawsuit became public. Third, scrutiny of Jane Street's $790M IBIT position, which market structure analysts argue is substantially offset by undisclosed derivatives, potentially rendering the firm net short while appearing long as one of only four authorized participants in the Bitcoin ETF mechanism.

EIP-8141 FINALLY DELIVERS FULL ACCOUNT ABSTRACTION

EIP-8141 introduces “Frame Transactions,” a minimal but highly flexible design that enables batch operations, gas sponsorship, paymasters, privacy integrations, quantum-resistant signatures, and smart-account features directly at the protocol layer without intermediaries. The proposal formalizes validation and execution frames, supports sponsored transactions and private mempool interactions, and outlines conservative mempool rules to prevent abuse while expanding functionality over time. After nearly a decade of research since early account abstraction proposals, the upgrade could ship within a year as part of the Hegota fork.

EIGEN: ACCELERATING OPEN INNOVATION WITH AGENTS

Eigen Labs outlined its vision for EigenCloud, a full-stack “verifiable cloud” combining EigenLayer, EigenDA, EigenCompute, and EigenAI to power autonomous AI agents that can securely own assets, execute contracts, and operate as onchain economic actors with enforceable accountability. After completing core infrastructure such as slashing, 1GB/s data throughput, verifiable compute, and deterministic AI, the team says 2026 will shift toward revenue generation, token value accrual mechanisms, and launching consumer-facing agentic apps directly. Founder Sreeram Kannan framed the strategy as positioning Eigen for a future where AI agents become a new asset class, arguing that crypto's role is to provide the trust, enforcement, and institutional layer required for autonomous digital entities.

DAT GIANTS SIT ON BILLIONS IN UNREALIZED LOSSES

Major Digital Asset Treasury (DAT) firms are deep underwater on token positions based on average cost basis.

HYPERLIQUID STRATEGIES STANDS ALONE IN POSITIVE DAT P&L

X shows Hyperliquid Strategies is currently the only crypto treasury company with positive unrealized P&L at roughly $356.6 million, while most other Digital Asset Treasury firms remain in the red.

POLYMARKET USER WINS $515K AFTER BETTING JUST BEFORE US STRIKE

A Polymarket account “Magamyman” turned roughly $87k into about $515k in a day by buying a US-strike-on-Iran contract 71 minutes before the public report.

SIX SUSPECTED POLYMARKET INSIDERS MADE ~$1.2M ON IRAN STRIKE BETS

Bubble Maps data suggests six wallets that likely acted on early information all placed “yes” bets on a US strike on Iran before the news broke, collectively earning about $1.2 million as markets moved toward resolution.

GOOGLE ROLLS OUT NANO BANANA 2 FOR FASTER IMAGES

Google has made Nano Banana 2—powered by Gemini 3.1 Flash—its default image generator across Gemini, Search, Flow, AI Studio, and the API, delivering faster, sharper images with much stronger text rendering and instruction following. It improves consistency across characters and objects, boosts realism and layout accuracy, adds production-ready controls (aspect ratio, up to 4K), and shows more reliable results for iterative creative workflows like posters, product visuals, and multi-scene character designs.

NEW STUDIO DISPLAY MAY HAVE HIGHER-END MODEL WITH THESE UPGRADES, PER LEAK

Rumors and leaked Apple code suggest Apple is preparing two new Studio Display models, possibly launching as soon as next week, with at least one featuring ProMotion, HDR, and an A19 chip. The higher-end version may include a larger display, more powerful speakers, expanded I/O, and potentially 120Hz support (while a lower-end model could offer 90Hz), though exact sizes and feature splits remain unclear.

INTRODUCING CONTRA PAYMENTS

Contra has launched Contra Payments, a commission-free platform helping over 1.2M creatives — who've already earned $200M — get paid through invoices, payment links, digital products, and structured projects. The platform replaced its flat $29 contract fee with a scaled fee model based on transaction size, with Pro and Max membership tiers reducing or eliminating client-facing platform fees. Contra acts as the merchant of record for digital product sales, handling tax collection and disputes, while payout fees vary by processor and destination country.

WHY GENERATIVE AI IS BAD FOR DESIGN

Generative AI tools—especially chat-based ones—conflict with core design thinking, which is visual, spatial, non-linear, and exploratory rather than sequential and output-driven. Designers should use AI intentionally to support sketching, comparison, and divergent exploration, not replace them, or risk shifting from true design thinking to simply prompting for polished deliverables.

YOUR USERS AREN'T HUMAN ANYMORE; START BUILDING FOR AGENTS TODAY

Traditional SaaS metrics like DAU/MAU are becoming misleading as AI agents increasingly act on behalf of users, shifting value creation from human logins to programmatic actions. Companies should track Monthly Active Agents (MAA), focus on agent retention as the new signal of product-market fit, redesign products for programmatic access (API/MCP-first), and move beyond seat-based pricing toward usage- or value-based models in an agent-driven software economy.

WHY SOFT SKILLS WILL DEFINE DESIGN CAREERS OVER THE NEXT TWO YEARS

Soft skills, particularly communication, will define design careers over the next two years as AI democratizes basic design creation. Many designers fail to truly communicate by only informing stakeholders rather than engaging in two-way dialogue and explaining their design decisions. As AI tools can now generate polished interfaces quickly, a designer's value lies in becoming a consultative partner who can articulate what makes design good versus mediocre.

BUILD REAL APPS, NOT PROTOTYPES

Modelence is a full-stack platform for building production-ready apps — with authentication, database, and deployment built in.

EDIT YOUR FRONT-END, VISUALLY

Inspector is a visual front-end editor that connects to your AI coding agent (Cursor, Claude Code, or Codex). Edit text, move elements, and iterate on your React, Next.js, or Vite app—all locally on your codebase.

GOOGLE'S PIXEL COLOR CHART OFFERS A FASCINATING GLIMPSE AT SMARTPHONE DESIGN TRENDS

To celebrate 10 years of the Pixel, Google released an infographic showcasing every Pixel model's color palette since 2016, highlighting how the brand has consistently embraced bold hues. With the Pixel 10 lineup offering ten color options, the chart reflects a broader trend toward more playful smartphone design—though some argue color variety may be compensating for slowing hardware innovation.

WHAT IS A FULL-STACK CONTENT DESIGNER?

As AI reshapes content design roles, simply branding yourself a “generalist” may not be enough, since breadth without depth risks positioning you as a jack of all trades. Instead, the stronger survival strategy is becoming a “full-stack” (comb-shaped) content designer — someone with multiple content specialisms across research, strategy, writing, and operations — enabling adaptability, deeper value, and greater resilience in a changing job market.

GAS TOWN'S AGENT PATTERNS, DESIGN BOTTLENECKS, AND VIBECODING AT SCALE

When agents write all the code, design, and planning become the primary bottlenecks in software development. Steve Yegge's Gas Town is an experimental agent orchestrator that runs dozens of coding agents simultaneously, despite being inefficient and expensive, revealing emerging patterns for future agent-based development workflows. Though not practical for current developers, it serves as valuable speculative design fiction that explores how agentic coding systems will reshape software engineering.

DESIGNING FOR TIME: CREATING INTERFACES THAT TELL STORIES THROUGH DATA

Designing effective interfaces requires showing data progression over time rather than static snapshots, as users understand information through patterns and changes.

IS CANVA'S NEW ACQUISITION A SECRET BLESSING FOR MOTION DESIGNERS?

Canva recently acquired motion design software Cavalry and AI video company MangoAI, expanding its professional creative suite to challenge Adobe's dominance.

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MCP IS DEAD. LONG LIVE THE CLI

MCPs can be replaced by CLIs (command line interfaces) most of the time. This is because CLIs are composable and debuggable for both humans and LLMs, and they often don't require any extra background processes. As a result, CLIs should be preferred over MCPs in most cases.

CREATING QUERY ABSTRACTIONS

Custom hooks are the wrong way to abstract useQuery, as they lock you into one hook, get messy with TypeScript generics, and can't be used outside components. Instead, use queryOptions to define your key and fetch function once, then spread it into whatever hook you need (useQuery, useSuspenseQuery, etc.) with per-usage options on top.