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JQUERY 4.0.0

jQuery 4.0.0 is the first major version release in almost 10 years and includes some breaking changes.

TESLA AI5 CHIP NEARS COMPLETION, ELON MUSK TEASES 9-MONTH DEVELOPMENT CADENCE

Tesla plans to iterate rapidly, aiming for a nine-month design cycle.

HISTOMAT OF F/OSS: WE SHOULD RECLAIM LLMS, NOT REJECT THEM

Developers should define the rules LLMs operate under instead of rejecting and blocking them.

BRING BACK OPS PRIDE

Most companies are bad at ops, and this is becoming clear as AI adds more chaos to systems already defined by chaos.

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A BUSINESS THAT SCALES WITH THE VALUE OF INTELLIGENCE

OpenAI believes that its business model should scale with the value intelligence delivers. It introduced consumer subscriptions as people demanded more capability and reliability, created workplace subscriptions, and added usage-based pricing so costs scale with real work getting done. It has more recently applied the principle to commerce, helping people choose what to purchase next and explore products. Advertising follows the same arc.

ADS IN CHATGPT

OpenAI plans to introduce ads in the free and ChatGPT Go tiers to support broader access to AI. Ads will be tested first in the US, while ensuring user trust, data privacy, and ad quality.

ELON MUSK'S XAI BRINGS 1GW COLOSSUS 2 AI TRAINING CLUSTER ONLINE

xAI's Colossus 2 supercomputer is now online. It is the first gigawatt-scale AI training cluster in the world, with upgrades still to come. xAI has been building infrastructure at a speed that far exceeds its primary rivals. The company's Colossus 1 and 2 systems now represent more than one million H100 GPU equivalents.

BUGBOT'S CODE REVIEW EVOLUTION

Cursor's Bugbot has evolved into a capable AI code reviewer that detects logic, performance, and security issues in pull requests.

THE BITTER LESSON OF AGENT FRAMEWORKS

An agent is just a for-loop of messages. Agent frameworks aren't required. Models only need a complete action space, a for-loop, an explicit exit, and context management. Every abstraction is a liability, and every 'helper' is a failure point. The less you build, the more it works.

ON THE COMING INDUSTRIALISATION OF EXPLOIT GENERATION WITH LLMS

Agents built on GPT-5.2 and Opus 4.5 autonomously generated over 40 distinct working exploits for a zero-day QuickJS vulnerability across multiple scenarios, solving complex exploitation tasks in under an hour and with modest token costs. The experiment suggests exploit development will soon be limited more by token throughput than human hacker expertise, meaning offensive cybersecurity tasks could scale like industrial processes. This shift implies both unprecedented threat automation and urgency for preparing defense strategies as LLMs move beyond code assistance into full exploit synthesis.

FULLY REMOTE)

We're hiring the first engineer on TLDR's new Applied AI team. You'll build production AI agents and design modular, composable Claude Skills to let non-technical teammates create their own AI workflows. Learn more [12].

BENCHMARKING AI AGENT MEMORY: IS A FILESYSTEM ALL YOU NEED?

An agent's memory depends on its architecture, tools, and the underlying model. You can always mix and match frameworks, tools, and models. Simple file system tools are sufficient for a well-designed agent. More complex memory tools can be plugged in via MCP or custom tools.

UNIQUENESS-AWARE RL FOR LLM DIVERSITY

MIT researchers have proposed a new reinforcement learning method that rewards diverse high-level solution strategies using LLM-based clustering of rollouts. This method improves pass@k across tasks without degrading pass@1.

SCALING TRILLION-PARAMETER MODELS WITH PP

SGLang's Chunked Pipeline Parallelism enables efficient ultra-long context inference at scale. By combining dynamic chunking with asynchronous communication, its PP4 TP8 setup achieved higher throughput on large clusters.

CHUNKHOUND

chunkhound is a Rust-based AI chunking library that splits long documents into semantically meaningful chunks for embeddings and retrieval-augmented workflows.

THE A IN AGI STANDS FOR ADS

OpenAI is not dying or running out of money. While it has created a crazy circular economy, it's unlikely that it is looking to be acquired. Ads are the key to unlocking profitability. This article attempts to model OpenAI's expected annual revenue per user by understanding what it is actually building and how it compares to existing ad platforms.

THE CODE-ONLY AGENT

Building an agent can be overwhelming. The ecosystem pushes developers toward complexity and the 'right' way to do things. This post explores a prompting pattern where agents create and run code as a response to every prompt. In this framework, agents can't do anything productive without writing code. This method produces a code witness of an answer, codifying the work in a very literal sense. It forces agents to produce proofs, run proofs, and interpret proof results.

ULTRATHINK IS DEAD. LONG LIVE EXTENDED THINKING

INTRODUCING CHATGPT GO, NOW AVAILABLE WORLDWIDE

ChatGPT Go, launched initially in India in 2025, is now available globally as the most affordable AI subscription at $8/month in the US.

$1 TRILLION UNLOCK FOR CONSUMER AI

AI agents that act became mainstream in 2025, but most users still can't provide the context needed to extract full value, creating a ceiling for reactive AI.

STABLECOIN YIELD SPAT PUTS CLARITY ACT AT RISK

The White House is reportedly weighing whether to abandon the CLARITY Act after Coinbase pulled support ahead of a Senate Banking markup. The dispute centers on restrictions against paying yield for simply holding stablecoins, a key issue for Coinbase, given estimates that stablecoin-related revenue could exceed $1B in 2025.

BITCOIN DROPS BELOW $92.5K AS TARIFF-WAR HEADLINES TRIGGER CRYPTO SELLOFF

Bitcoin slid about 3% in a few hours to roughly $92,474, dragging ETH, XRP, and SOL lower and triggering over $750M in long liquidations as markets reacted to escalating US-EU tariff-war fears tied to a Greenland dispute. Analysts said the geopolitical shock hit a market already on edge from the stalled US crypto market structure bill and weakening crypto-specific risk appetite. Technical breaks and ETF outflows provided additional pressure.

ONCHAIN AI 2.0?

Open source AI founders are tapping into crypto for bootstrapping via BagsApp creator fees and launching memecoins that create a direct economic feedback loop where speculation generates royalties for development. Flagship example Ralph Wiggum (a Claude Code plugin) has gained adoption from Vercel, Cursor, and Claude founders, with the developer endorsing $RALPH on Solana. This trend hints at the potential for appcoins to trend as more end-users become developers thanks to AI coding.

PROTOCOL SIMPLICITY IS THE FOUNDATION OF TRUSTLESSNESS

True trustlessness, self-sovereignty, and the “walkaway test” depend less on decentralization metrics and more on protocol simplicity. Excessive complexity forces users to trust experts, weakens long-term resilience, and increases security risk. Ethereum should adopt explicit “simplification” and “garbage collection” mechanisms to reduce code size, minimize cryptographic dependencies, strengthen invariants, and demote complex legacy features to smart contracts so Ethereum can evolve into a durable, century-scale decentralized system.

THE HIDDEN DANGERS & COSTS OF TOKENIZED ASSETS

Most tokenized assets trade in illiquid, fragile markets, creating a self-reinforcing cycle where shallow liquidity discourages participation. The first hidden cost appears in slippage, with tokenized gold showing striking differences versus traditional markets. Despite the promise to bring trillion-dollar TradFi markets onchain, liquidity as a prerequisite for composability has not been realized.

IS CRYPTO HIRING COOKED IN 2026?

Crypto job postings plummeted 80% YoY in early January, dropping from ~38 jobs/day to ~6.5 jobs/day across major boards. Hiring is concentrated in infrastructure, stablecoins, and payment rails (60%), with growth-stage companies leading demand for senior talent. Solana captured 22% of new developers in 2024 vs Ethereum's 16%. It is the first ecosystem since 2016 to challenge ETH's talent dominance.

SUNSETTING YAPS & INTRODUCING KAITO STUDIO

Kaito is shutting down Yaps, its permissionless incentivized engagement platform, and launching Kaito Studio as the company pivots away from high-volume airdrop distribution models. Despite experiments with tighter eligibility filters, social and onchain verification, and varied incentive designs, Yaps struggled with persistent spam and quality issues exacerbated by X algorithm changes and the proliferation of low-threshold InfoFi competitors. The decision reflects broader industry trends toward targeted user acquisition rather than global, volume-based reward programs.

INTRODUCING $GWEI: THE GOVERNANCE TOKEN FOR ETHGAS

$GWEI is the governance token for ETHGas' "Realtime Ethereum" infrastructure. It transforms Ethereum blockspace into a structured, tradable asset enabling instant execution, budgetable costs, and gasless user experiences through blockspace commitments, pre-confirmations, and real-time settlement. The token operates on a vote-escrow model where staking $GWEI for periods ranging from one week to four years grants $veGWEI voting power proportional to lock duration, allowing holders to govern protocol parameters, treasury allocation, smart contract upgrades, and emergency actions with voting influence deliberately weighted toward long-term participants over short-term speculators. ETHGas aims to solve Ethereum's blockspace allocation inefficiencies that haven't evolved alongside application development.

X402 UNLOCKS THE AGENTIC ECONOMY

x402 addresses a critical gap in AI agent infrastructure: the ability to transact autonomously without human intervention.

MARKET STRUCTURE: A NARROW GAP BUT DEEP CHASM

The debate from the Senate Banking Committee on the CLARITY Act centered on stablecoin yield distribution and DeFi regulatory frameworks.

ETHEREUM THROUGHPUT HITS NEW ALL-TIME HIGH AT ~2.5 MGAS/S

Ethereum mainnet throughput has climbed to a new all-time high around 2.5 Mgas/s, roughly doubling from a long-running ~1.2 Mgas/s baseline.

AAVE'S NEXT GROWTH WAVE: LENDING AGAINST MORE THAN ERC-20S

Aave's next leg of growth will come from supporting new collateral types beyond ERC-20s.

APPLE TESTING NEW APP STORE DESIGN THAT BLURS THE LINE BETWEEN ADS AND SEARCH RESULTS

Apple is testing a new App Store search ad design on iOS 26.3 that removes the blue background from sponsored results, making ads look almost identical to organic results except for a small “Ad” label. This will likely increase ad clicks and revenue, but it makes it harder for users to quickly tell what's paid versus real.

REPLIT'S AI CAN BUILD YOUR MOBILE APPS AND PUSH THEM STRAIGHT TO APP STORE

Mobile Apps on Replit is an AI tool that builds complete mobile applications from plain English descriptions and handles payment integration via Stripe. It can publish apps to the Apple App Store within days. Replit is reportedly seeking a $9 billion valuation. However, AI-generated apps often contain security vulnerabilities, such as missing brute-force protection, because the AI prioritizes functionality over safety measures.

HIGGSFIELD RAISES $80M ON $1.3B VALUATION TO SCALE AI VIDEO PLATFORM

Higgsfield Inc. secured $80 million in extended Series A funding at a $1.3 billion valuation to expand its AI video platform for commercial advertising, marketing, and music videos. The startup, founded in 2023, has grown to 15 million users. It generates 4.5 million videos daily, reaching a $200 million annual run rate, with 85% of usage from social media marketers. Its browser-based platform uses AI-powered video reasoning to maintain temporal consistency across clips, enabling creators to produce cinematic-quality content without traditional equipment or expertise.

IS DESIGN BECOMING TOO SAFE?

Many brands are retreating from bold rebrands and leaning into nostalgia as a “safe” strategy that feels familiar and trustworthy amid political and economic uncertainty. Backlashes like Cracker Barrel's failed modernisation and Vera Bradley's abandoned refresh show how quickly change can trigger outrage, pushing brands to preserve beloved heritage elements rather than risk radical reinvention.

HOW UX DIRECTLY IMPACTS P&L

UX is a value multiplier: it determines how much of a product's potential users can actually access. When people accept bad UX because the solution matters, improving it becomes a growth lever. However, when UX blocks users from reaching value, it directly kills adoption and revenue. The smartest approach is to stay lean at first, watch where users struggle, and then use design to remove only the barriers that truly limit business value.

THE NEW BUSINESS CASE FOR DESIGN SYSTEMS

Design systems now drive business revenue, customer loyalty, and strategic growth rather than serving merely as tools for visual consistency. Companies like Freshworks and SAP tie design system impact to customer metrics, achieving results such as 28% lower service costs, while teams at Hyundai and Grammarly use systems to enable global scaling and report 25% time savings. Organizations increasingly measure design system value through customer outcomes, internal productivity, and strategic alignment, with leaders like SAP elevating systems to board-level KPIs.

DESIGN SYSTEMS WITH AI

Curated selection of official Design Systems that implement artificial intelligence features.

AI THAT CREATES AND RUNS ADS

Muze AI is an all-in-one AI-powered performance marketing platform that runs and optimizes Meta Ads and Google Ads end-to-end.

TURN LLM RESPONSES INTO REAL UI

Transform any Markdown into a clickable UI that works everywhere. Write once, and render interactive widgets in any framework.

FIGMA'S PUSH IT CAMPAIGN FOCUSES ON THE HAND IN HANDCRAFTED

Figma's “Prompt it. Then push it.” campaign for its AI tool Figma Make used vibrant graphics and human gestures to show AI as something creatives actively shape, not just a “magic button.” Launched globally in late 2025, it positioned creativity as applying taste, iterating, and pushing beyond defaults, with community-made work later used to show what's possible.

WHEN BACKLASH STRIKES, BRANDS SHOULD THINK LIKE ARTISTS

Brands facing backlash should adopt an artist's mindset, maintaining their conviction in their vision rather than retreating to please everyone. Nike's Colin Kaepernick campaign, Coca-Cola's Share a Coke, and the NFL's Bad Bunny halftime show demonstrate how brands responded to criticism with clarity and cultural purpose instead of fear. The key is participating in culture with strategic intention while staying grounded in brand identity, treating backlash as inevitable rather than letting it define the work.

HOW TO KEEP DESIGN STRATEGIC WHEN YOU'RE SUDDENLY IN A STARTUP ENVIRONMENT

Designers in companies that have shrunk to startup size face constant pivoting and pressure to deliver faster with smaller teams, making traditional UX processes like personas and journey maps quickly outdated. The solution is focusing on lightweight use cases—simple strategic statements that capture who the user is, what problem they face, why it matters, and the proposed solution. Use cases provide a North Star for decision-making, allowing teams to evaluate whether features serve validated user needs and maintain strategic alignment even as priorities shift.

APPLE OPENS SAINTE-CATHERINE STORE IN HISTORIC MONTREAL BUILDING

Apple has reopened its Sainte-Catherine store in Montreal in a restored historic building.

HOW MATT FERGUSON MADE MOVIE POSTERS INTERESTING AGAIN

Matt Ferguson has revitalized illustrated movie poster art over the past 15 years, creating work for major franchises including Star Wars, Marvel, and Predator through a distinctive style featuring silhouettes and circular compositions.

BARBIE'S AUTISTIC DOLL IS A DESIGN MASTERCLASS IN INCLUSION

Mattel launched its first autistic Barbie doll after 18 months of development with the Autistic Self Advocacy Network, featuring intentional design elements such as an averted gaze, articulated joints for stimming, noise-canceling headphones, and sensory-friendly clothing.