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Three topics, one feed. Equity is plain-language education on RSUs, options, and liquidity events. AI is the tools and models I actually build with. Projects & life is the companies I’m building. Use the tabs to read one topic at a time.
Equity · AI · Projects
I explain company stock to the people who get paid in it, and I build software with AI every day.
Three topics, one feed. Equity is plain-language education on RSUs, options, and liquidity events. AI is the tools and models I actually build with. Projects & life is the companies I’m building. Use the tabs to read one topic at a time.
Most mistakes start with treating a grant’s quoted value as money you already have.
RSUs
Stock options
Simplified. Your award agreement and plan documents control the details.
A restricted stock unit is a promise to deliver shares or cash when its conditions are met. Vesting and settlement may happen together, but the award agreement determines the timing. A stock option is a right to buy shares at an exercise price; receiving an option is not the same as already owning the shares.
For U.S. taxpayers, incentive and nonqualified stock options can have different tax consequences. Exercising an ISO can create alternative minimum tax exposure even before a sale. Know your award type, vesting schedule, exercise terms, and settlement conditions before you count on the number.
A question to take with youWhat document tells me when this award becomes shares, and when those shares can be sold?
What I use today. Preferences, not a ranking, and they change.
Cortana Solutions builds websites, an AI front desk, and automations for small businesses that don’t have a tech team. Every project starts with the job the business is doing by hand today, then works out what software should take over.

Your employer withholds at a flat rate. Your tax bracket isn’t flat.
Simplified federal income tax only, at a flat 35% marginal rate. Ignores state tax, Social Security and Medicare, and bracket math. Supplemental withholding is generally 22% up to $1 million in a year.
At many private companies, RSUs are double-trigger. They vest over time but don’t settle until a liquidity event. When the company goes public, years of vested units can settle at once, and their value is generally taxed as ordinary income in that single year.
Employers usually treat RSU income as supplemental wages. For federal income tax, that often means a flat 22% on supplemental wages up to $1 million in a year, and 37% above that. If your total income puts you in a higher bracket, the difference shows up when you file. State taxes can widen it.
The tax is based on the share price when your units settle. If you’re in a lockup and the stock drops before you can sell, you can owe tax on value you no longer have.
Estimate the real bill as soon as the event date is known. Set aside cash, or plan share sales for when the lockup ends. Consider estimated tax payments; safe harbor rules based on last year’s tax can help avoid underpayment penalties. Ask whether your plan lets you choose a higher withholding rate.
A question to take with youHow much tax will actually be due on my RSUs, and when?
Codex is my main builder: I describe what I want, it writes it, and I review the changes before anything ships. It built most of this site. Cursor is my second workspace, for when I want to go through the code myself.
Zagnu is a stablecoin wallet for iPhone, live on the App Store. It’s where my two worlds overlap most directly: money, and the software that moves it.

An IPO, an acquisition, and a tender offer each follow different rules and timelines.
Illustrative sequence, not a schedule. Lockups are often around 90 to 180 days; your company’s terms decide.
Before an event: identify the award or shares you hold, the conditions still attached, and the documents governing a possible sale. A company valuation is not a promise that every employee can sell at that value.
During an event: review who is eligible, what can be sold, and which restrictions remain. Going public does not automatically make every employee share saleable; lockups and securities-law restrictions can still apply. An acquisition or tender offer has its own transaction terms.
After an event: distinguish the gross proceeds from the amount remaining after applicable withholding, taxes, and costs. The next conversation is about the whole financial picture, including how much remains tied to one company. There is no universal grant-to-cash timetable.
A question to take with youWhat has actually changed: the company’s valuation, my ownership, or my ability to sell?
What goes in, what a good result looks like, and who checks it. If I can’t write those three things down, no model is going to fix it. This is how every Cortana project starts.
Stack Labs is an independent studio building software and publishing focused research to help people choose the right tools. The studio where I test tools side by side and publish what I find.

You know your cap table by heart. Your personal balance sheet deserves the same attention.
Putting everything into the company is how it gets built. It’s also how one bad quarter becomes a personal financial crisis. If most of your net worth sits in one company, you need a diversification plan before a liquidity event forces the question.
Most of the savings happen long before tax season. Depending on your situation, qualified small business stock (Section 1202), charitable strategies, and where you live when you sell can make a meaningful difference. Several depend on decisions made years before the sale.
You’ve modeled the acquisition. Have you modeled the day after? Taxes due, lockups, what you’ll keep, and what the money is for. Starting two to three years before a likely event gives you far more options.
Key person coverage, disability, and umbrella liability get pushed down the list. Your risk changes as the company grows. Review coverage every year.
Maybe. Or the exit comes later, or smaller, than planned. Depending on your entity and income, a 401(k), solo 401(k), SEP-IRA, or defined benefit plan can build a base that doesn’t depend on the exit.
Give each tool the same handful of real examples and compare quality, time, and cost. The newest release isn’t automatically the right one for your job.
| Tool | Quality | Time | Cost |
|---|---|---|---|
| Tool A | _ / 5 | _ min | $ _ |
| Tool B | _ / 5 | _ min | $ _ |
| Tool C | _ / 5 | _ min | $ _ |
Creare is a publishing workflow for creators, from content to post. Still in development. I’m building it for my own channels first.

At companies like NVIDIA, Microsoft, and Alphabet, stock can be a big share of your pay. What you actually keep depends on your vesting schedule, tax withholding, and when you’re allowed to trade.
What settles into your account? What is withheld? What restrictions apply? RSUs and options work differently, and the tax treatment depends on the award. The grant agreement and your company’s trading policy are the starting documents.
If the company has a bad year, your paycheck and your portfolio can take the hit at the same time. Know how much of your net worth rides on one company, and keep cash for what’s coming up.
Recent videos on the tools and models I use.
Golf, wrestling, Detroit sports, and travel. I’m a Michigan graduate and former collegiate wrestler. Away from the businesses, there’s golf, wrestling, Detroit sports, and a world to explore.

A private company can raise money at a new valuation while employees still can’t sell. At OpenAI, Anthropic, Databricks, and other private companies, selling usually takes an approved event.

OpenAI says transfers of its equity require written company consent. A buyer’s interest does not replace company approval.
Anthropic lists equity among its employee benefits. Your own award documents explain the conditions attached to it.
The question to ask: is there an approved chance to sell, and does your award qualify? The company’s valuation won’t tell you.
Pulled from OpenAI’s official news feed. Their headlines, not my commentary.
News
Pulled from OpenAI’s official news feed. Their headlines, not my commentary.
Checking the latest announcements…
It can feel like a test of faith: sell and you’re doubting the company, hold and you’re a believer. It’s neither. It’s a risk decision.
How much of your net worth is in this one company today? What would selling a portion let you do? Is there a realistic timeline to an IPO or acquisition? How will this sale be taxed, given your equity type, holding period, and the offer terms?
Shares from exercised options and settled RSUs have different holding periods and cost basis. ISO shares sold too early can lose their favorable treatment. If a buyer pays more than fair market value, part of the proceeds may be treated as compensation rather than capital gain.
Many people sell enough to change their life in one specific way and keep the rest. You don’t have to predict the outcome to reduce the chance that one company decides your future.
People mix it up with RSUs and options all the time. The rules are different.
| Type | What it is | You pay | When it can become cash |
|---|---|---|---|
| ESOP | A retirement plan that holds company stock for you | Usually nothing | By plan rules, often after you leave or retire |
| RSU | A promise of shares once conditions are met | Nothing | At settlement, if you’re allowed to sell |
| Stock option | The right to buy shares at a fixed price | The exercise price | After you exercise and a sale is allowed |
| ESPP | Company stock bought through payroll, often at a discount | Payroll deductions | After purchase, subject to holding rules |
General U.S. overview. Your plan documents decide the specifics.
In the United States, an employee stock ownership plan is a qualified retirement plan designed primarily to hold employer securities. It is different from an individual option grant, an RSU award, or an employee stock purchase plan.
Your account balance does not by itself tell you when you can receive a distribution. The summary plan description explains the plan’s rules, including vesting and distributions. Ask the plan administrator how valuation, leaving the company, and payment timing apply under your plan.
A question to take with youWhat does my summary plan description say about vesting and distributions?
What the press covers and what matters to employees are rarely the same thing.
Section names vary by filing. Search the company on the SEC’s EDGAR site.
When an AI or technology company files for an IPO, the prospectus is a starting point for understanding the business, its risks, and the offering. Look for the actual filing rather than treating a rumored date or valuation as an announced transaction.
For an employee or founder, the next question is how the event interacts with the shares or awards they hold. The offering terms, your award agreement, and any lockup each answer part of that question. SEC review is not an endorsement of the investment.
A question to take with youIs there a public filing, and what does it say about the offering and sale restrictions?
Cerebras began Nasdaq trading in May 2026. For employees at a newly listed company, the next questions are their own lockup, trading policy, and award terms.
Two quick questions, then your details. It takes about a minute.