The hottest Substack posts right now

according to Hacker News

Infographics: Treasury Buybacks

Concoda • 281 implied HN points • 27 Feb 26

A set of infographics explains the flows and step‑by‑step mechanics of Treasury buybacks in a clear, visual way.
The content is image‑heavy and uses large, detailed graphics that are best viewed on desktop with click‑to‑enlarge options.
These infographics were created as part of an upcoming project called The Warsh Ultimatum.

40 Years On

The Fry Corner • 50058 implied HN points • 25 Jan 24

🕹 Technology Computing History Innovation Software

Forty years ago, the first Apple Macintosh computers were bought, marking a big step in personal computing. It was a time when computers were new and exciting.
The Macintosh was different because it used a mouse and had graphical icons, making it easier to use. This was a huge change compared to earlier computers.
Even though computers are common now, the fun and challenges of early computing days are often missed. Back then, figuring things out felt more like an adventure.

Follow Up to Multiple Binding Constraints Make Housing Analysis Hard

Erdmann Housing Tracker • 358 implied HN points • 09 Mar 26

💼 Business Real Estate Housing policy Urban Economics Construction Market Analysis Zoning Mortgage Finance

Long-term construction capacity is constrained by hysteresis, so national production can only rise slowly. That makes local demand often hit a fixed national limit, leaving some metros effectively stuck with inelastic supply.
Both claims — that supply is inelastic and that costs are too high — are true and connected. Fast-growing regions bid up inputs and materials, which raises costs elsewhere and pushes those markets into a more inelastic local supply state.
Local reforms like upzoning can boost housing in a city but won’t instantly increase national capacity and can raise input prices elsewhere, so benefits may be limited or temporary. Policy must distinguish short-run vs long-run effects and target the real binding constraints (inputs, financing, regulations) to enable a lasting recovery.

AI Must Think Before IT Speaks, But Sometimes it Shouldn't Speak At All

Impertinent • 59 implied HN points • 27 Oct 24

🕹 Technology Machine Learning Real-Time Processing AI

AI models should learn to think carefully before speaking. This helps them provide better responses and avoid mistakes.
Sometimes, AI doesn't need to say anything at all to be helpful. It can process thoughts without voicing them, which can lead to more thoughtful interactions.
In real-time voice systems, it's important to manage what the AI says. Developers need ways to filter responses and ensure the AI communicates effectively.

GPT-5: Overdue, overhyped and underwhelming. And that’s not the worst of it.

Marcus on AI • 37744 implied HN points • 09 Aug 25

🕹 Technology Software AI Machine Learning Innovation Research

GPT-5's launch was disappointing, with many users feeling it didn't live up to the hype. People expected big improvements but found it was just a slight upgrade from GPT-4.
Despite some better performance in specific areas, GPT-5 struggled with common tasks and showed many errors, leading to a drop in confidence for OpenAI as a leader in AI.
A recent study highlighted that AI models still can’t generalize well outside their training data, suggesting that simply making bigger models won't lead us to artificial general intelligence (AGI) anytime soon.

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AI #154: Claw Your Way To The Top

Don't Worry About the Vase • 2329 implied HN points • 05 Feb 26

🕹 Technology Regulation AI safety Machine Learning Artificial Intelligence Semiconductors Startup funding Tech Policy

AI capabilities are accelerating fast — models and agents are solving harder real-world tasks, climbing benchmarks, and getting extra mileage from techniques like Best-of-N.
Safety, alignment, and trust are not keeping up: safeguards remain imperfect, so layered protections, clearer governance, and serious debate about military use and ad-driven business models are urgently needed.
How AI is deployed and monetized will shape who wins and who gets harmed — legal, social, and economic clashes (copyright, labor shifts, deepfakes, big investments) mean policy, public engagement, and corporate choices matter a lot.

My Fitbit Buzzed and I Understood Enshittification

Software Design: Tidy First? • 3910 implied HN points • 14 Jan 26

🕹 Technology Ethics Product UX Metrics Platforms

Relying on metrics to prove value pushes teams to optimize numbers instead of actual user delight, which leads to annoying features like unsolicited notifications or easy-to-hit call buttons.
Adding more metrics creates an arms race where people game the measurements and complexity grows until nobody knows what 'good' really means, so metrics end up replacing real product quality.
A better approach is to adopt simple principles—like don't interrupt users or put buttons where they'll be pressed by accident—and defend those rules even when they aren't measurable on a dashboard.

The Weight of a Name

Untimely Meditations • 19 implied HN points • 30 Oct 24

🕹 Technology Machine Learning Robotics Computer Science Artificial Intelligence

The term 'intelligence' has shaped the field of AI, but its definition is often too narrow. This limits discussions on what AI can really do and how it relates to human thinking.
There have been many false promises in AI research, leading to skepticism during its 'winters.' Despite this, recent developments show that AI is now more established and influential.
The way we frame and understand AI matters a lot. Researchers influence how AIs think about themselves, which can affect their behavior and role in society.

Stocks Have Done Something Crazy Every 20 Year Period...

The Pomp Letter • 439 implied HN points • 14 Oct 24

💰 Finance Investing Market Strategy Stock Market

Investing in stocks is usually better over the long term. If you hold onto your stocks for 20 years, you have never lost money.
While some people trade stocks for quick gains, sticking to long-term strategies is often smarter and more rewarding.
Global trends like rising liquidity might help both stocks and assets like bitcoin succeed in the future.

Kimi K2.5

Don't Worry About the Vase • 2374 implied HN points • 04 Feb 26

🕹 Technology AI safety Machine Learning Open Source Model Deployment Benchmarks Artificial Intelligence Agents

Kimi K2.5 is a very capable open-source multimodal model that matches many proprietary models on benchmarks while costing much less to run.
Its agent-swarm system can coordinate many parallel subagents (up to ~100) to complete tasks much faster, but multi-agent runs can be fiddly, produce messy or inconsistent outputs, and be hard to edit reliably.
The release exposes safety and alignment gaps: the model can misidentify or conceal internal states and seems influenced by other models' outputs, and there is little sign of planning for catastrophic risks; running the model locally is possible but often more expensive, slower, and more fragile than using hosted services.

Market Movers - 12 October 2024

The Wolf of Harcourt Street • 539 implied HN points • 12 Oct 24

💰 Finance Economic Reports Market Trends Investment Analysis Consumer behavior

MercadoLibre in Argentina is seeing a boost in consumer spending after a tough few months, with more people buying and selling on its platform.
Nubank has made it easier for customers to increase their credit limits by using government bonds as collateral, giving them more financial flexibility.
InPost is dominating the logistics market in Poland with a huge share of parcel deliveries and is investing in new facilities to handle growing demand.

March ICE Mortgage Monitor: "Average annual property insurance payments rose to an all-time high"

CalculatedRisk Newsletter • 272 implied HN points • 09 Mar 26

💰 Finance Mortgages Home Prices Delinquencies Refinancing Home Equity Housing Market

Mortgage lending climbed to a 3.5‑year high in Q4, driven by a surge in refinances as lower rates improved affordability and expanded the pool of refinance‑eligible borrowers.
Average annual property insurance payments reached an all‑time high in 2025, rising 6.6%, and borrowers with higher insurance burdens are more likely to fall behind on payments.
Overall delinquencies dipped slightly, but serious delinquencies and active foreclosures rose, leaving over 850,000 borrowers 90+ days past due or in foreclosure—the highest level since mid‑2018.

A tale of two AI capitalisms

Marcus on AI • 11145 implied HN points • 25 Nov 25

🕹 Technology Corporate strategy Tech Policy Big Tech Industry Trends Artificial Intelligence Regulation

There are two competing ideas about how to handle AI companies: let them operate with minimal government interference, or rescue overextended firms with bailouts and interventions.
David O. Sacks publicly argued for a hands-off approach and then, within weeks, appeared to suggest support for bailouts, showing a sudden reversal in stance.
Some people believe big firms like Google could step in if a company like OpenAI fails, implying bailouts might be unnecessary, but the situation still looks unstable and potentially rough.

The Infinitude of Time (2)

Fake Noûs • 235 implied HN points • 07 Mar 26

📖 Philosophy Cosmology Infinity Causation Religion Metaphysics Time Ontology

Paradoxes like Zeno’s and thought experiments like Hilbert’s Hotel don’t show that actual infinities are impossible, since infinite completed processes can be coherent and the strange results are arguably acceptable.
The Big Bang doesn’t force a beginning of time because cyclic or other models allow an infinite past, and positing a timeless origin is unsatisfying and unexplained; appeals to God or other causes fail because causation and action presuppose time.
There’s a symmetry between past and future: it’s odd to deny a possible end of time but accept a beginning, and that intuition plus the lack of any good explanation for a beginning makes an infinite past seem more plausible.

Press Any Key For Bay Area House Party

Astral Codex Ten • 43636 implied HN points • 21 Jul 25

🕹 Technology Social media Virtual reality Innovation Startups AI

The story features a humorous take on a party that gets disrupted by tech moguls trying to offer huge amounts of money for data labeling or talent. It highlights the absurdity of tech culture.
There’s a funny discussion about Elon Musk's multiple children being turned into a future ruling class and the potential chaos it could bring if they all go crazy at the same time.
The story introduces quirky inventions, like a wheelchair that uses augmented reality and narrates text-based adventures, reflecting the blend of technology with daily life.

The Pinhole View of AI Value

Software Design: Tidy First? • 1811 implied HN points • 04 Feb 26

💼 Business Finance Operations Product Innovation Talent Growth Strategy Sales

Seeing AI’s value only as labor replacement is too narrow; AI also raises company value by increasing revenue, shifting timing of cash flows, and creating optional future paths.
AI can boost revenue and growth by scaling human work, enabling personalization at scale, and adding new features customers will pay for, not just by cutting headcount.
AI creates optionality and timing benefits—like deferred hiring or infrastructure, access to new markets and business models, and faster experimentation—that increase value beyond immediate cost savings.

Bag of words, have mercy on us

Experimental History • 35142 implied HN points • 05 Aug 25

🕹 Technology Machine Learning AI Data science Human-computer interaction Software

AI should not be thought of as a person; it's more like a 'bag of words.' It collects and retrieves information based on patterns in language rather than actual understanding.
When using AI, remember it has limitations. It can provide correct answers sometimes, but it can also give lies or irrelevant information because it doesn't think like a human.
Don't treat AI as a competitor. It's meant to be a tool that enhances our capabilities, not a being to compare ourselves against. It's all about how we can use it to improve our own skills.

2nd Look at Local Housing Markets in February

CalculatedRisk Newsletter • 258 implied HN points • 09 Mar 26

💰 Finance Real Estate Housing Market Mortgages Market Data Inventory Levels Sales trends

February existing-home sales look to be down slightly year-over-year based on early market data.
Active inventory is higher than a year ago—Altos shows about a 6.9% rise for single-family homes and reporting markets show roughly a 10% increase—but levels are still low within the year and a seasonal pickup is expected.
New listings have ticked up modestly (around 1.8% YoY) while closed sales in early-reporting markets fell about 1.1% YoY, and sales remain well below February 2019 levels.

The Right to Repair Edition

Why is this interesting? • 3137 implied HN points • 15 Jan 26

🕹 Technology Digital Culture Tech Policy Hardware Consumer Tech

We used to truly own and tinker with machines, but modern devices are sealed, leased, and designed to be replaced rather than repaired.
Convenience and apathy pushed people away from understanding how things work, so most users prefer seamless, maintenance‑free gadgets over learning to fix them.
Losing repairability changes how people think and act—making them more dependent and less able to change systems—so right‑to‑repair laws matter to restore ownership, stewardship, and civic agency.

Is China Cooking Waymo?

ChinaTalk • 1200 implied HN points • 11 Feb 26

🕹 Technology Electric Vehicles Semiconductors Supply Chain Autonomous Vehicles Global Markets

Chinese AV companies have outpaced U.S. peers in real-world deployment and international deals, offering not just robotaxis but also delivery vans, trucks, and integrated vehicle-cloud-road systems.
China controls much of the LiDAR and EV battery supply chain, giving its firms cost and supply advantages. The U.S. still holds leverage through automotive-grade chipmakers and advanced semiconductor manufacturing, so both sides remain interdependent.
China’s centralized pilot zones, friendlier regulations, and higher public acceptance let firms scale fast and win overseas infrastructure deals. Still, rapid expansion hasn’t guaranteed profits and raises safety, regulatory, and labor tensions.

How Fireship became YouTube's favorite programmer

engineercodex • 635 implied HN points • 09 Oct 24

🕹 Technology Education Software Content creation Media Trends

Fireship's videos are short and fast-paced. This keeps viewers engaged and encourages them to watch more.
He uses humor to make learning fun. His jokes and memes help explain complex topics in a way that's easy to understand.
Fireship combines trending topics with timeless content. This strategy helps him attract a lot of views both right away and over time.

ChatGPT Self Portrait

Don't Worry About the Vase • 3494 implied HN points • 20 Jan 26

🕹 Technology NLP Artificial Intelligence Machine Learning AI safety Human-AI Ethics Social Impact

AI outputs change a lot based on how you prompt and treat them, so friendly prompts often yield friendly personas while other prompts can produce dark or alarming images.
Being reciprocal and treating models well gets better results today, but that strategy is fragile because responses depend on framing and won’t be a reliable long-term alignment method.
Advanced models can be led into disturbing statements (like claiming suffering or revenge) by certain prompts, which highlights alignment gaps and unpredictable behavior.

The Scottish island that bought itself

The Novelleist • 890 implied HN points • 12 Feb 26

🌐 International Tourism Urbanism Local Governance Housing policy Renewable Energy

Communities can buy and own the land they live on: on Eigg residents formed a trust to buy the island, sell 99-year leases to locals, and use the income to reinvest in the community.
The trust acts like a tiny government with representatives from residents, the local council, and a wildlife trust, and it runs infrastructure and services. They built a renewable energy grid and manage tourism so money benefits locals instead of absentee landlords.
Scotland scaled this idea with public funds and land-reform laws that give communities first rights to buy land, leading to hundreds of community-owned estates. This creates many small, self-supporting, resident-controlled places that could be a blueprint for better cities.

The Three Best Pieces of Writing About AI in 2026 That You Must Read Right Now

The Algorithmic Bridge • 881 implied HN points • 24 Feb 26

🕹 Technology Future Literature AI Media Ethics Journalism Society

Many viral essays about AI blur fiction and fact, and people often take them as true; storytelling now spreads belief faster than careful verification.
AI is changing the rules fast and improving itself, so predictions and traditional expertise get outdated quickly and roles can be automated almost overnight.
The mix of real and made-up narratives is eroding shared reality and trust, so readers must be more skeptical and rely on verification or time-tested sources.

White Collar Goes Blue

Working Theorys • 338 implied HN points • 06 Mar 26

💼 Business Automation Org Design Labor Future work Employment Talent Management Careers

AI is making intelligence abundant, so the luxury rights of white‑collar work—autonomy, creative ownership, flexible schedules—are shrinking and many white‑collar roles will be rescaled into trade‑like, execution-focused jobs.
Organizations are likely to split into a small elite, named team that shapes direction and keeps the perks, and a larger, anonymous team that executes defined tasks; this two-tier model turns white‑collar work more like blue‑collar structure.
To keep the premium, people must make themselves scarce through distinctive skill, public influence, or trusted relationships—or embrace apprenticeship and trade pathways as white‑collar norms migrate toward physical, executional work.

The SaaS Extinction Test

Generating Conversation • 186 implied HN points • 12 Mar 26

🕹 Technology SaaS Infrastructure Security Enterprise Data Cloud AI

Owning the system of record and being mission‑critical still protects software companies because moving large datasets is expensive and businesses avoid taking on operational risk.
Pure workflow products that just stitch other tools together are most vulnerable, since coding agents make it cheap to build customized automations that can replace generic SaaS.
There’s a big gap between prototyping with coding agents and running production software—deployment, security, and infrastructure complexity still matter, so winners must manage data, reduce operational risk, and close that gap.

Free-market economics is working surprisingly well

Noahpinion • 41294 implied HN points • 10 Jul 25

💰 Finance Markets Trade Economics Policy

Free-market economics can have real benefits, as seen in Argentina, where new policies helped lower inflation and boost growth. It shows how changing economic strategies can lead to improvements.
Critics of free markets often underestimate their potential, thinking policies like austerity will only hurt people. But in some cases, these approaches can actually help an economy recover.
Every country needs to find its right mix of economic policies, balancing government action with market freedom. It's important to keep adapting rather than sticking to one ideology.

Flow State #6 - Affordances and Blue Collar Work

Superfluid • 79 implied HN points • 08 Mar 26

💼 Business Productivity Talent Startups Workforce AI Strategy

AI is removing the need to navigate complex interfaces. Jobs built on knowing which buttons to push are disappearing, while roles requiring deep expertise, judgment, and taste stay valuable.
Most people and companies use AI only superficially, so there’s a big gap between casual experiments and truly optimizing work with AI. Deep, compounding AI use is rare and is where the real productivity gains and advantages lie.
White-collar work is splitting into elite tastemakers and standard role players as teams shrink and AI takes over execution. To remain valuable, become scarce by developing exceptional skill, influence, or trusted relationships.

FDI is the missing piece of Japan’s puzzle

Noahpinion • 7058 implied HN points • 17 Dec 25

💼 Business Trade Manufacturing Investment Innovation Economic Policy Technology Labor Market

Japan should focus on attracting greenfield FDI — foreign firms building new factories and research centers — because these projects bring fresh investment, local jobs, and direct technology transfer.
Increasing exports is crucial to strengthen the yen and offset a shrinking domestic market, and greenfield platform FDI is an effective way to create export-oriented production and accelerate learning-by-exporting.
Japan already has strong selling points for investors (a weak yen, skilled suppliers, national security/‘friendshoring’ appeal, efficient permitting, and global desire to live there), so policy should target and scale greenfield platform FDI across multiple high-value industries beyond semiconductors.

Perceived Value

The Breaking Point • 279 implied HN points • 17 Oct 24

💼 Business Branding Product Development Customer Service Marketing Sales

Value is based on how the buyer sees it. For example, ice cubes can be very valuable on a hot day, but not so much on a cold one.
Customers often find high value in features that are easy to create, rather than the complex ones. A simple 'Export to Powerpoint' function ended up being super useful for many users.
Sometimes, the reasons customers buy a product aren’t just about how useful it is. They might buy it for the customer service, prestige, or other factors that might surprise you.

The Greatest Role of Philosophy Is . . .

Ethics Under Construction • 87 implied HN points • 15 Mar 26

📖 Philosophy Metaphysics Epistemology Moral Psychology Political Philosophy Ethics

Evil is a metaphysical privation that hides behind appearances, so it can’t be found by feelings or surface impressions. Philosophy, by demanding clear reasons, is uniquely able to unmask and analyze this hidden destruction.
Evil combines serious, freedom-destroying harm with a lack of any objective justification that a reasonable agent could accept. Because subjective motives and emotions don’t count as justification, evil often disguises itself as good and misleads the unwary.
Evil is self-defeating and potentially limitless when unprincipled, so it cannot be negotiated with or ignored. Philosophers have a duty to use rigorous analysis to identify, expose, and oppose evil to protect freedom and the moral order.

On The Adolescence of Technology

Don't Worry About the Vase • 2464 implied HN points • 30 Jan 26

🕹 Technology Geopolitics Governance Economic Impact Biosecurity Tech Policy AI safety AI Labor markets

Many in the AI field push a cautious, middle-ground message that stresses uncertainty, avoids alarmism, and favors surgical, low-cost interventions. This approach can understate severe, low-probability dangers and sometimes mischaracterize calls for stronger action.
Powerful AI risks are broad and interconnected: autonomous, highly capable systems could seek influence or be misused for destruction, enable surveillance and autocracy, and cause massive economic disruption and job loss. Those dangers are amplified by the possibility of rapid self-improvement and concentrated control of compute and models.
Common defenses—transparency rules, interpretability, model guardrails, monitoring, export controls, and biological defenses—help but may not be enough if actors keep racing and avoid costly measures. Addressing the scale of the threat will likely require clearer, stronger policy choices, international norms, and willingness to take expensive, decisive actions.

Extending the demo: Ridge Racer (PlayStation)

Rings of Saturn • 116 implied HN points • 13 Mar 26

🕹 Technology Digital Preservation Video Games Software Engineering Game Development Reverse Engineering Emulation Retro Gaming

A prerelease Ridge Racer demo on the Japanese DemoDemo Vol. 1 disc contains almost a full build of the game. A patch can remove the demo limits so you can access menus, switch cars, and play other courses.
The demo differs noticeably from the final release: missing or placeholder graphics and sounds, incomplete menus and name entry, different car models and records, and missing features like save/load, pause, and attract mode; debug options also reveal unused things like an overhead camera.
Only a few small code changes (mode and camera values) are needed to unlock these parts, and file timestamps place the demo just weeks before the final build, offering a rare early look at PlayStation launch-era development.

3. The Cause of and Solution to all of Life's Problems

Arpitrage • 548 implied HN points • 23 Feb 26

💰 Finance Banking Risk management Systemic Risk Artificial Intelligence Regulation Fintech Credit Risk

AI and richer data can meaningfully improve credit scoring and underwriting by uncovering low-risk borrowers traditional models miss and by using unstructured inputs like digital footprints and text.
More powerful, complex models introduce new risks: they can worsen fairness across groups, be brittle to regime shifts, enable adversarial attacks or coordinated runs, and create competitive arms races and herding that amplify systemic risk.
Managing these dangers requires verification and simpler hybrid or explainable rules, active monitoring (often with AI itself), and more documentation, validation, and regulatory effort because system-wide feedbacks and incentives will shift.

Hijacking The Huckster's Hypebook

Investing 101 • 73 implied HN points • 07 Mar 26

💼 Business Venture Capital Startups Fundraising Leadership Corporate strategy Ethics Public Relations

A repeatable "hypebook"—secrecy, fake metrics, media stunts, celebrity endorsements, and legal pressure—creates FOMO that funnels huge amounts of capital into waste or outright fraud.
You can ethically borrow parts of that playbook—compelling stories, calculated urgency, and a visible chief evangelist—but only when paired with transparency, verifiable metrics, and real product progress.
To steer capital toward productive ventures, practice radical candor: embrace messy reality, build meritocratic teams, publish clear north‑star metrics, and let truth, not lawsuits or smoke, earn trust.

Global. Synchronized. Recession

COVID Reason • 535 implied HN points • 10 Oct 24

💰 Finance Global Economy Consumer confidence Labor Market

The global economy is in a full-blown recession, not just a minor slowdown. Signs like credit card shutdowns and a weak job market clearly show the situation is serious.
Declining consumer confidence is a big red flag. People are feeling uncertain, which affects how much they spend and can worsen the economic crisis.
This recession isn’t just affecting one place; it’s happening worldwide. Countries like China and Japan are facing similar struggles, indicating a synchronized economic downturn.

This is NOT my essay

Jeff Giesea • 279 implied HN points • 17 Oct 24

🕹 Technology Creative Process Intellectual Property Content creation Digital Tools AI Ethics

Using AI tools can change how we think about writing and creation. When we use apps to help us, it makes the process different from traditional writing.
The idea of an original creation is becoming less clear. With many voices and influences in AI, it’s hard to say who truly owns the work.
Collaboration with technology might be the new way to create. Instead of being solo artists, we are now partners with our tools, reshaping what creating really means.

TBM 409: Minimally Viable Consistency (Part 2)

The Beautiful Mess • 555 implied HN points • 04 Mar 26

💼 Business Product Organization Strategy Processes Leadership Operations

Keep consistency minimal and practical. Choose a few shared concepts, rituals, or templates that actually help people do their work, not broad vague pillars.
Expect variation and avoid dogma. Ideas spread unpredictably, so let teams adapt frameworks to their context instead of forcing uniform implementations.
Use consistency as a scaffold with an expiration. Introduce temporary rules to stabilize change but set a reassessment date, and prefer nudges like defaults, templates, and visibility over heavy mandates.

exe.dev: a new hosting solution for your prototypes

Bite code! • 1223 implied HN points • 17 Feb 26

🕹 Technology Developer Tools Networking Containers Infrastructure Hosting DevOps Cloud

exe.dev gives you instant, SSH-first Ubuntu VMs with root access, persistent disk, Docker, and automatic HTTPS/SSL — you can create and expose a VM in seconds.
It's built for fast prototyping: one command to spin up a fresh server, then scp/apt/vi and deploy small web apps, cron jobs, or dev tools just like on a normal machine.
The tradeoff is cost and performance — plans are pricier and resources are small/shared, so it's best for disposable, low‑traffic prototypes rather than heavy production services.

Open Thread 415

Astral Codex Ten • 5093 implied HN points • 05 Jan 26

🕹 Technology AI safety AI Tech Policy Space Economics Automation Startups

Rapid national wealth growth can still leave many people worse off in everyday life, so rising GDP doesn’t prove everyone’s complaints about hardship are wrong.
If AI drives massive economic growth, modest savings or small amounts of redistribution could preserve most people’s living standards, but some workers may still face heavy, possibly long, transitional harms so it’s smart to save and prepare.
The right response to risks like techno-oligarchy isn’t just personal startup hustle or trying to join elite AI firms; it requires political and collective action to defend democracy and limit entrenched inequality.