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INSIDE CURSOR

There's a lot of mystique about Cursor. This article takes a look inside the company from the perspective of a team member who has been there for two months. The company's leaders are enthusiastic about establishing a new playbook for company building. The employees are focused on the mission - the company has made them wealthy, but there is zero chatter from employees about getting rich.

2025.11.10
links.tldrnewsletter.com38 min readTLDR

JENSEN HUANG'S STARK WARNING: CHINA'S 1 MILLION AI WORKERS VS AMERICA'S 20,000

China has a million people working on AI 24/7, while the US has maybe 20,000 in Silicon Valley. US export controls are producing precisely the opposite of their intended effects and accelerating China's development. They have triggered a national mobilization. China is predicted to have more AI compute than the rest of the world combined by 2027.

2025.11.10
entropytown.com10 min readTLDR

Sponsored

CRAVING MORE AI IN YOUR INBOX?

TLDR AI is your daily fix of LLMs, GenAI, and deep learning goodness. Same TLDR format. Still free.

2025.11.10
tldr.techSponsorTLDR

UNISONDB

UnisonDB is a database designed specifically for Edge AI and Edge Computing that enables near-instant fan-out replication across hundreds of nodes while preserving strong consistency and durability.

2025.11.10
github.comGitHub repositoryTLDR

"GOOD ENGINEERING MANAGEMENT" IS A FAD

There are always tradeoffs - recognizing them and making them deliberately is one of the highest value things you can do to shape your career.

2025.11.10
lethain.com14 min readTLDR

EXTERNAL SECRETS

The External Secrets Operator is a Kubernetes operator that integrates external secret management systems, reads information from external APIs, and automatically injects the values into a Kubernetes Secret.

2025.11.10
github.comGitHub repositoryTLDR

DITHERING

Dithering replaces shades with fewer colors strategically placed to maintain the original look.

2025.11.10
visualrambling.space4 min readTLDR

Sponsored

STRATEGY FOR HYPERGROWTH

ChatGPT is only one part of OpenAI's success. The other part is the breathtaking speed with which OpenAI built a new monetization model [4].

2025.11.10
metronome.comSponsorTLDR AI

EARLY LOOK AT IMAGES GENERATED BY NANO BANANA 2

Nano Banana 2 is expected to launch on November 11.  The model will have 2K native output and huge improvements across many areas. This article provides some examples of outputs from the new model along with comparisons with outputs from Nano Banana 1.

2025.11.10
testingcatalog.com4 min readTLDR AI

YOU CAN NOW GET MORE CODEX USAGE FROM YOUR PLAN AND CREDITS

GPT-5-Codex-Mini, a more compact and cost-efficient version of GPT-5-Codex that allows roughly 4x more usage at a slight capability tradeoff, is now available in OpenAI's CLI and IDE extension. OpenAI has increased rate limits by 50% for ChatGPT Plus, Business, and Edu users. There is now priority processing for ChatGPT Pro and Enterprise customers.

2025.11.10
threadreaderapp.com1 min readTLDR AI

OPENAI'S $1 TRILLION INFRASTRUCTURE SPEND

OpenAI has committed to spending $1.15 trillion on hardware and cloud infrastructure between 2025 and 2035. The estimated annual spending and commitments convey an absolutely enormous level of potential and ambition. OpenAI will need to grow from around $10 billion in 2024 revenue to $577 billion by 2029. This article takes a look at the numbers.

2025.11.10
tomtunguz.com17 min readTLDR AI

THE STATE OF AI IN 2025: AGENTS, INNOVATION, AND TRANSFORMATION

Most organizations are still in the experimentation or piloting phase. High performers use AI to drive growth, innovation, and cost. Redesigning workflows is a key success factor. The potential impact of AI on employment is still debated - 43% of workers in a survey expected no change in the overall size of the workforce in their organizations in the coming year.

2025.11.10
mckinsey.com21 min readTLDR AI

Sponsored

CUT THE COST OF IT COMPLEXITY

IT complexity can drive costs up across your company. Intelligent IT automation is key to taming technology chaos. Get the insights you need from the IBM Institute for Business Value. 👉 Read the IBV

2025.11.10
ibm.comSponsorTLDR AI

INTRODUCING NESTED LEARNING: A NEW ML PARADIGM FOR CONTINUAL LEARNING

Continual learning, the ability to acquire new knowledge without forgetting old information, remains a major obstacle to AGI since current models suffer from “catastrophic forgetting,” where learning new tasks diminishes proficiency on previous ones. A proof-of-concept architecture called Hope, a self-modifying model that optimizes its own memory, outperformed modern recurrent models and transformers on language modeling and excelled particularly at long-context needle-in-a-haystack tasks.

2025.11.10
research.google7 min readTLDR AI

QUANTIZATION IS NOT A COMPROMISE — IT'S THE NEXT PARADIGM

K2-Thinking's release has led many developers to be curious about its native INT4 quantization format. INT4 accelerates RL training due to its low-latency profile. Quantization is no longer a tradeoff. Native low-bit quantization will become a standard paradigm for large model training with the evolution of param-scaling and test-time-scaling.

2025.11.10
threadreaderapp.com3 min readTLDR AI

CLAUDE CODE INFRASTRUCTURE SHOWCASE

This repository contains a curated reference library of production-tested Claude Code infrastructure. It contains production-tested infrastructure for auto-activating skills via locks, specialized agents for complex tasks, and more. Using this infrastructure, skills will suggest themselves based on context, hooks will trigger skills at the right time, modular skills stay under context limits, dev docs preserve knowledge across resets, and agents will streamline complex tasks.

2025.11.10
github.comGitHub repositoryTLDR AI

DEBT HAS ENTERED THE AI BOOM

Companies are pouring billions of dollars into cutting-edge computing facilities. The sheer scale of spending is causing investors to be concerned. Tech giants are turning to financing maneuvers that may add to the risk. Hyperscalers are leveraging a growing list of complex debt-financing options, including corporate set, securitization markets, private financing, and off-balance-sheet vehicles.

2025.11.10
links.tldrnewsletter.com16 min readTLDR AI

OPENAI: AI PROGRESS AND RECOMMENDATIONS

The gap between everyday use of AI and its core capabilities is massive. Chatbots are used to write emails or replace web searches, while the underlying models outperform human experts in math and coding competitions. OpenAI is advocating for light regulation now to cement its market position before the next leap in capability. Once systems become transformative enough to warrant a coordinated national response, there will be a shift to federal oversight that overrides state-level restrictions.

2025.11.10
links.tldrnewsletter.com5 min readTLDR AI

HYBRID MODELS IN VLLM

Hybrid LLMs that combine attention with alternatives such as Mamba or linear attention are now first-class citizens in vLLM V1, enabling efficient long-context inference for models including Qwen3-Next and Granite 4.0.

2025.11.10
pytorch.org18 min readTLDR AI

FED GOVERNOR: POLICY NEEDS TO ADJUST TO STABLECOIN BOOM

Federal Reserve Governor Stephen Miran warned that stablecoin growth projected to reach $1-3 trillion by decade's end, compared to under $7 trillion in outstanding Treasury bills, will force monetary policy adjustments as demand for dollar-tied assets surges. The GENIUS Act's prohibition on direct yield means stablecoins won't drain US bank deposits but will instead attract demand from locales lacking access to dollar-denominated savings instruments, strengthening the dollar and potentially triggering Fed policy responses.

2025.11.10
coindesk.com6 min readTLDR Crypto

CFTC PUSHES FOR REGULATED LEVERAGED SPOT CRYPTO TRADING

Acting CFTC Chair Caroline Pham confirmed plans to launch leveraged spot crypto trading on regulated US exchanges like CME, Cboe, Coinbase Derivatives, Kalshi, and Polymarket US as soon as next month. The initiative uses existing Commodity Exchange Act authority to bring margin-based crypto trading under federal oversight, offering institutional-grade protections previously absent in offshore markets. It marks a major policy shift toward mainstream adoption and could reshape how both retail and institutional investors access leveraged exposure to bitcoin and ether in the US.

2025.11.10
links.tldrnewsletter.com3 min readTLDR Crypto

RIFT: THE FIRST P2P BITCOIN TRADING PROTOCOL

Rift is introducing self-custodial, peer-to-peer swaps between Ethereum and Bitcoin. The feature leverages TEE technology to create a system where wallets storing funds only unlock upon user payment being verified onchain. The team is working with DEXs like Uniswap to allow any ERC20 to be traded for Bitcoin. It is now live on mainnet. There will be a larger launch at Devconnect next week.

2025.11.10
threadreaderapp.com4 min readTLDR Crypto

THE STABLECOIN GOLD RUSH AND WHY ORCHESTRATION WILL WIN

As the stablecoin market passes $27 trillion in annual volume and $213 billion in supply, the real winners won't be the miners (L1s, L2s, or issuers) chasing razor-thin margins, but the shovel sellers (e.g., orchestration platforms automating payments, compliance, and settlement). Orchestration cuts costs and turns stablecoin rails into usable financial infrastructure by simplifying fragmented processes like bridging and off-ramping into one automated workflow. Just as Stripe and AWS captured value above commoditized infrastructure, orchestration will become the sticky, high-margin layer powering the next phase of onchain finance.

2025.11.10
threadreaderapp.com3 min readTLDR Crypto

GALAXY BRAIN RESISTANCE

"Galaxy brain resistance" is a measure of how difficult it is to abuse reasoning styles to rationalize pre-decided conclusions. Low-resistance patterns enable harmful rationalizations across crypto and AI: inevitabilism (full automation is inevitable, so we should hasten it), longtermism (disconnection from reality by claiming vague trillion-year benefits), and financial apologia (justifying risky speculation as "class mobility for the poor" despite zero-sum casino dynamics where concave utility curves make large coinflips net-negative). Power maximization strategies in EA/AI safety circles where "accumulate power to do good at pivotal moments" has become indistinguishable from greedy egomaniacs. Solutions should emphasize deontological ethics with hard rules (don't kill, don't steal, and respect freedom) over consequentialism's lack of galaxy brain resistance and holding correct incentive bags.

2025.11.10
vitalik.eth.limo15 min readTLDR Crypto

5 PRIVACY COINS THAT PUMPED LAST WEEK

Privacy coins surged last week as Zcash flipped Monero to become the largest privacy coin by market cap, climbing 76% to $632 following its integration with Near Intents for cross-chain swaps and private payments. Dash led gains at 130% after Aster DEX launched perpetual futures trading with 5x leverage, while ZKsync jumped 113% amid proposed tokenomics changes to add economic utility through fee capture and enterprise licensing. Decred spiked 90% and Monero gained 10% in a narrative-driven rally fueled by growing concerns over government privacy infringements.

2025.11.10
cointelegraph.com7 min readTLDR Crypto

NEOBANKS IN CRYPTO

Less than 5% of neobanks achieve profitability due to overreliance on thin interchange fees, inability to monetize idle deposits through lending, and high customer acquisition costs that traditional banks avoid through organic growth. Crypto neobanks face steeper challenges as self-custody models prevent interest income generation, stablecoin payments compress margins further, and regulatory compliance costs remain fixed while serving low-balance retail users. Revolut's crypto wealth division generated £506 million in 2024 (up 298% YoY) and Phantom Wallet projects $79 million from in-wallet swaps, demonstrating that embedded trading and structured DeFi yield products offer the only viable path to profitability. The winning strategy involves building infrastructure – yield routers, stablecoin FX layers, and DeFi wrappers – that plugs into existing neobank distribution rather than competing directly with established players.

2025.11.10
links.tldrnewsletter.com10 min readTLDR Crypto

GOOGLE PHOTOS AND MAPS LOGOS ARE REPORTEDLY CHANGING. SEE THE NEW ICONS

Google is reportedly updating the logos for Google Maps and Google Photos with a new gradient color scheme. The changes are subtle, maintaining the familiar logos while introducing smooth gradient colors that mirror Google's recent rebranding effort, which highlights AI capabilities. Google previously updated its main logo in September with similar gradient styling, stating the brighter design reflected "the surge of AI-driven innovation" across its products.

2025.11.10
mashable.com2 min readTLDR Design

TEMPO'S $5M SEED TO EMPOWER THE DESIGN ENGINEERING MOVEMENT

Tempo raised $5 million in seed funding from Golden Ventures, Y Combinator, Box Group, and other investors to build a design tool that enables designers to work directly with production codebases. The tool addresses the disconnect between design and engineering by providing an infinite canvas where teams collaborate on real production code using actual design system components, eliminating traditional hand-offs. Tempo aims to empower the emerging design engineer role while maintaining precision and manual control that professional designers need beyond AI prompting alone.

2025.11.10
tempo.new3 min readTLDR Design

OLED MACBOOK PRO REDESIGN MAY BE EXCLUSIVE TO M6 PRO AND M6 MAX MODELS

Apple is planning a redesigned MacBook Pro with OLED, touch support, and a thinner chassis, but it will only come to the higher-end M6 Pro/Max models expected between late 2026 and early 2027. The base 14-inch MacBook Pro will stick with the current design for at least another year, meaning buyers who want the redesign must choose a higher-end model.

2025.11.10
9to5mac.com3 min readTLDR Design

WE MADE DESIGN EFFICIENT AND KILLED THE MAGIC

Visual design in tech has become standardized and soulless, with most products adopting the same safe aesthetics—clean layouts, sans-serif fonts, rounded corners—because efficiency-driven workflows prioritize repeatability over creative exploration. A new generation of companies, such as Framer, Linear, and Notion, is rediscovering that a visual identity creates a competitive advantage, investing in distinctive aesthetics that communicate personality and maturity. The future belongs to designers who use taste and conviction to create products with character, not just polish, making visual design a strategic differentiator rather than decoration.

2025.11.10
readartifact.com2 min readTLDR Design

"HOW IS THAT EVEN POSSIBLE?" AFFINITY REVEALS HOW IT'S ABLE TO GO 100% FREE FOREVER

Affinity's three creative apps have been merged into one free, permanently available app, resulting in over a million downloads in the first week. Canva says there's no catch—no data selling or AI training on user files. Wider pro adoption of free Affinity will ultimately drive more designers toward Canva, making the move a long-term bet on creative freedom rather than a subscription-driven model.

2025.11.10
creativebloq.com4 min readTLDR Design

IS FIGMA IN ITS ACCESSIBILITY ERA?

Most design tools remain inaccessible—even to the users who rely on them—because they were built around outdated assumptions that users are able-bodied, well-sighted mouse users. Figma is breaking that pattern by adding enhanced contrast modes and real keyboard navigation, proving that meaningful accessibility retrofits are possible, while highlighting how inaccessible tools limit who can design, reinforce exclusion, and hinder the industry's ability to produce inclusive products.

2025.11.10
uxdesign.cc6 min readTLDR Design

AI-POWERED LANDING PAGES AND ADS

Dynares is an AI-powered landing pages and ads platform that adapts to every keyword, increasing CTR, quality score, and conversions while reducing ad spend.

2025.11.10
dynares.aiToolTLDR Design

YOU'RE NOT BAD AT PRESENTING; YOU JUST HAVEN'T MASTERED THE RIGHT WAY (YET)

Presenting is a learnable skill, not an innate talent, and most professionals struggle with it because they've been taught surface-level tips rather than tools for managing nerves and building genuine connections. The real fear isn't public speaking itself, but losing control and being misunderstood. Confidence emerges when presenters shift from self-monitoring to actively listening to their audience, using the same conversational instincts they already possess in everyday interactions to create meaning and drive action.

2025.11.10
interaction-design.org31 min readTLDR Design