Startup AdviceOctober 30, 2026
Rebuild or Refactor? How to Decide on a Stalled Product
Refactor in almost every case, replacing what cannot be saved piece by piece. A rewrite wins only when the platform is dead or the product is small.
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Essays, arguments and field notes.
What we have learned building companies — on AI, Web3, money, and the uncomfortable parts of starting things.
Essays and field notes
Startup AdviceOctober 30, 2026
How to Take Over a Codebase From Another Agency
Put every account in your name, rotate every secret and get the IP assigned in writing, then audit the code in week one. The full handover checklist.
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How to Take Over a Codebase From Another Agency
Put every account in your name, rotate every secret and get the IP assigned in writing, then audit the code in week one. The full handover checklist.
Startup AdviceOctober 25, 2026
How Much Does a Fractional CTO Cost in 2026? Rates, Retainers, and When the Math Works
A fractional CTO costs $150 to $500 an hour, or $12,000 to $20,000 a month for two days a week. Where those ranges come from, what moves them, and the first-year arithmetic against a full-time hire.
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Startup AdviceOctober 24, 2026
How Much Does an MVP Cost in 2026? The Honest Ranges, and What Actually Moves Them
Published MVP estimates run from $2,000 to $500,000 because "MVP" names three different things. The honest ranges for each, what Clutch's 2026 data says the market really charges, the five decisions that move the price, and how to read a quote.
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Startup AdviceOctober 24, 2026
How to Choose a Software Development Agency. Twelve Questions to Ask Before You Sign.
Only about 31 percent of IT projects land on time, on budget and in scope, and the buying process is most of the reason. Twelve questions to ask any software development agency before you sign, from who will do the work to what happens when it goes wrong.
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Business AdviceOctober 24, 2026
Fixed Price, Time and Materials, or a Monthly Retainer? How to Buy Software Development Without Getting Burned
Fixed price, time and materials and a monthly retainer each fail in a predictable way. Which model fits which stage of a project, the hybrids that work, and the five questions that settle most of the risk before you sign.
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Venture StudioOctober 14, 2026
We Built a Free Course on Starting a Company in 2026. Here Is What Is in It and Why.
AW3 published Building a Startup in 2026 and Beyond: a free, narrated course of twelve lessons in four modules, with 108 sources, weekly assignments and no sign-up. What is in it, how it works, and why a venture studio wrote it.
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Startup AdviceOctober 14, 2026
63% of New Startups Now Have One Founder. The Top Tenth Are Making 61 Times What the Median Does.
Stripe says 63% of new Atlas startups now have a single founder, and the gap between the top decile and the median has nearly doubled. The four early choices that separated them, and the month-two number every new founder should watch.
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Startup AdviceOctober 14, 2026
You Can Now Send a SAFE in Two Minutes. That Is How Founders Give Up 40% of Their Company Without Noticing.
Y Combinator's free tool lets founders, and their AI agents, send a SAFE in two minutes. A worked example of how a few small post-money SAFEs plus a normal seed round take founders from 100% to about 58%, and five rules for raising a pre-seed without losing count.
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Venture StudioOctober 14, 2026
The IPO Window Is Open for Exactly One Kind of Company. Anthropic Is It. Firmus Wasn't.
Anthropic is showing investors its Q3 numbers today ahead of a November listing. Firmus pulled a $5 billion IPO last week. The market is not closed, it is selective, and the line runs between realized revenue and forecasts.
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AI & BusinessOctober 14, 2026
Google Paid $2.7 Billion for Character.AI's Founders. Disney Is Offering $20 Million for What Was Left.
Character.AI filed for Chapter 11 two years after Google paid $2.7 billion to hire its founders and license its models. Disney's $20 million opening bid is what a reverse acquihire leaves behind, and what founders should learn from it.
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EconomicsOctober 14, 2026
Inflation Hit 3.7% Today and Half of It Was Gasoline. The Fed's Next Hike Just Got Harder to Dodge.
September CPI came in at 3.7%, above forecasts, with gasoline accounting for half the rise and core accelerating to 2.6%. Odds of an October hike jumped. What the report says about the Fed's next move and how founders should reprice for it.
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EconomicsOctober 12, 2026
Rates Are Rising for the First Time Since 2023. Today's Nobel Explains What Founders Should Watch.
Today's Nobel went to the economists behind modern central banking, four weeks after the Fed raised rates for the first time since 2023. What their work says about the next few months, and how founders should plan for it.
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AI & BusinessOctober 12, 2026
AI Just Moved From Equity to Debt. The Collateral Is a Chip That Ages in Three Years.
SpaceX, Broadcom and Oracle are lining up tens of billions in debt to buy AI chips. The build-out is moving from equity to credit markets, backed by collateral that loses most of its value in a few years.
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Startup AdviceOctober 8, 2026
51 Funds Still Writing Early Checks in 2026. Twenty of Them Don't Need Traction.
Seed dollars are concentrating in fewer companies, but some funds still back founders at the idea stage. Twenty that invest before traction, thirty-one more writing early checks, and how to work the list.
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Web3 & FinanceOctober 8, 2026
Stablecoins Have Been Stuck at $300 Billion for a Year. Washington Is About to Pick the Winners.
Supply has gone sideways near $300B while two issuers hold 85% of it. With GENIUS Act rules due in November, the issuance layer is becoming a regulated utility. Build one layer up.
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Startup AdviceOctober 7, 2026
42% of New Graduates Are Underemployed. AI Didn't Take Their Jobs. It Took the First Rung.
Young-graduate unemployment looks normal. Underemployment does not. AI is quietly deleting the apprenticeship work that turned graduates into professionals, and founders will pay for it later.
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EconomicsOctober 6, 2026
Towns Have Blocked $130 Billion of AI Data Centers. The Bottleneck Was Never the Chips.
Local resistance has blocked or delayed roughly $130B of AI data centers. The constraint on AI is now the grid and the zoning board, and it changes the math for everyone building on inference.
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TechnologyOctober 4, 2026
97% of Companies Deployed AI Agents This Year. Only 41% Got Them Into Production.
Nearly every enterprise has an agent. Most are stuck in pilot. The gap is a production problem, not a model problem — and it is the market.
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Startup AdviceOctober 3, 2026
One Company Hit $50M in Revenue With Six Employees. Your Org Chart Is a Legacy System.
AI-native companies post nearly 6x the revenue per employee of traditional SaaS. What actually changed, where lean teams break, and how we staff a founding team now.
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AI & BusinessOctober 2, 2026
$285 Billion Vanished From SaaS in 48 Hours. The Pricing Model Was Always the Bug.
February's software selloff was not a shock, it was a correction. Why per-seat pricing broke, what is replacing it, and how we price in the studio.
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Web3 & FinanceOctober 1, 2026
Six Tokenized Asset Classes Just Crossed $1 Billion. The Headline Number Is Still Wrong.
Depending on the tracker, tokenized RWA is somewhere between $33B and $43B. The disagreement matters more than the total — and the real signal is elsewhere.
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EconomicsSeptember 30, 2026
$725 Billion of AI Capex This Year. Only Half of This Market Is a Bubble.
Infrastructure and applications are in completely different conditions. Conflating them is making founders make bad decisions in both directions.
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Venture StudioSeptember 28, 2026
Two Companies Took 43% of Every Venture Dollar on Earth. Here Is What That Did to Your Seed Round.
Seed dollars rose 31% while seed deal count fell 30%. Both are true, and the gap between the headlines and your fundraise is not your fault.
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Venture StudioJune 16, 2026
The Venture Studio Model: A Guide for Founders
How venture studios work, how they differ from VC, and why operator-led building ships 3.4x faster.
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AIJune 2, 2026
I Asked ChatGPT What It Had Learned About Humanity
Its answer was better than I expected. What it left out was more interesting than what it said.
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Web3 & FinanceMarch 4, 2026
Real-World Asset Tokenization Has Reached Escape Velocity
With over $20 billion in tokenized assets on-chain and major institutions launching RWA products, 2026 marks the year tokenization moved from experiment to infrastructure.
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AI & BusinessMarch 4, 2026
The Rise of the Agentic Economy: Why Autonomous AI Systems Are Reshaping Business in 2026
Autonomous AI agents are no longer experimental—they are managing supply chains, negotiating contracts, and allocating capital. Here is what the agentic economy means for founders and investors.
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Business AdviceJanuary 1, 2026
The Art of Human-AI Partnership: Lessons from Building the Future
Neither pure automation nor pure human effort wins in the long run. The founders who succeed will be those who master the art of human-AI collaboration.
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TechnologyJanuary 3, 2026
Web3 Enterprise Adoption: From Speculation to Infrastructure
The narrative around blockchain has matured dramatically. Here's why 2026 marks the transition from crypto speculation to genuine enterprise infrastructure adoption.
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TechnologyJanuary 8, 2026
The AI Agent Revolution: Why 2026 Is the Year of Autonomous Systems
As AI agents evolve from assistants to autonomous decision-makers, we explore how this shift will fundamentally transform business operations and create new investment opportunities.
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Technology2024-12-23
The Convergence of Generative AI and Web3: A New Digital Paradigm
Two of the most transformative technologies of our era are on a collision course—and the implications are profound.
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Portfolio CompanyNovember 4, 2025
AW3 Portfolio Company JustiGuide ReLo Named on TIME’s Best Inventions of 2025
JustiGuide ReLo, the AI immigration support agent AW3 helped build, made TIME’s Best Inventions of 2025. What it does, who it serves, and why it matters.
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Business AdviceOctober 28, 2025
The Key to Business Success: Scalable Behavior
Your technology can handle millions of users. The question is: can you?
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Life AdviceOctober 28, 2025
The Best Version of Yourself
The deeper task is not to become more like them, but to become the best version of yourself.
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EconomicsOctober 28, 2025
Predictability & Inequality
If the world is unknowable and outcomes are lottery-like, then unfairness has no remedy; it belongs to the nature of things.
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Startup AdviceOctober 28, 2025
Methodical Risk-Taking vs. Recklessness
To live without risk is to stagnate, but not every risk is worth taking. How founders tell methodical risk-taking from recklessness, and keep the line clear.
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EconomicsOctober 28, 2025
On the Centralization of Money Creation
Money is not created equally. Who gets to create it, why that power concentrated, and what it means for anyone building financial products today.
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Startup AdviceOctober 28, 2025
Notes from a Failed Founder: Be Humble
Humility is the price of entry in this game. Notes from a founder who got it wrong first: on ego, listening, and what separates a second attempt from a repeat.
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Life AdviceOctober 28, 2025
Life Lessons: On Living Well in a World That Tests You
There are certain truths that reveal themselves only after you’ve failed enough times.
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Life AdviceOctober 28, 2025
Dealing with the Cards You’re Dealt — A Philosophy of Play, Fate, and Freedom
There comes a time in every person’s life when the illusion of control collapses.
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ENTREPRENEURSHIPAugust 13, 2020
Misconceptions for Early Stage Startup Founders
Not many endeavors in life are as challenging as starting and building a successful business.
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PERSONAL GROWTHOctober 23, 2025
What It Means to Be 33 in 2025
Being 33 in 2025 carries a weight that previous generations never knew.
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