Zelcast

For engineers and founders

The best engineers are athletes now

Why the top of the engineering market started behaving like a sports market, and what has to get built now that it has

The top of the engineering market has become a sports market, and almost nothing around it has adjusted.

A handful of people can change the outcome of a company. Compensation packages increasingly resemble player contracts. Deals have started to look like trades. When a well-known researcher changes labs, people follow the move the way they follow a signing.

Yet the recruiting industry still treats its job as filling seats. It does not scout. It does not represent careers. It rarely has a view on whether a particular company is the right place for a particular person to spend the next three years of their life.

The engineers are already athletes. The apparatus around them is still a staffing agency.

The strangest consequence is that many of the best engineers in the world are, for practical purposes, unrepresented.

The market already made this argument

You do not have to take the premise on faith. Meta spent the summer of 2025 assembling its superintelligence lab the way an owner rebuilds a roster. The reported packages were franchise-player numbers. Some researchers accepted them. Others reportedly refused them, and the refusals became news.

That second part matters. People do not usually turn down jobs in public. They turn down contracts in public.

Then there were the trades. Google paid a reported $2.4 billion in a licensing deal with Windsurf that brought Varun Mohan and several members of his team into Google. Meta invested $14.3 billion in Scale AI and brought Alexandr Wang over to lead its new lab. Microsoft struck a similar licensing and hiring deal with Inflection to bring in Mustafa Suleyman. Google had already used the same structure with Character.AI to bring Noam Shazeer back.

Read strictly as corporate transactions, some of these deals look odd. Read them as one franchise paying another for the rights to a few players and they look fairly ordinary.

The same pattern now shows up across nearly every important subfield. The people inside it can usually recite the short list of names who matter. When one of them moves, the move itself becomes news. This kind of short, public ranking was once mostly confined to professional sports.

Why it happened now

Engineering output has always followed a power law. The tools widened the gap and made it easier to see from the outside. One excellent engineer working with today’s tools can ship what took a team of five a few years ago.

The second-order effect matters even more. Many of the best companies are staying small on purpose because they want to protect the leverage of each seat. Fewer seats make every one of them more important. Those are roster economics.

The headlines come from a few dozen researchers at frontier labs. The mechanics reach much further down the market than the money does.

The roster is the company

At a startup with fewer than a hundred people, there is no real bench. The first ten engineers are the team. The tenth hire helps set the ceiling for the eleventh because strong people want to work with strong people, while merely good people rarely object to working with other merely good people.

A mediocre senior hire on a team of ten does not arrive with an alarm attached. Nothing visibly breaks. The company simply becomes a little slower, the standards get a little softer, and the next great engineer becomes a little harder to recruit.

Founders are already doing the job of a general manager whether or not they use the term. They are deciding who should be on the floor when it matters, who makes the people around them better, and who they would trust to build around.

Most still run an HR process because that is what they saw at their last company: write a job description before knowing who might take the job, publish it, build a pipeline, run panels, compare scorecards. That machinery was designed to fill seats inside large systems that can absorb a hiring mistake.

It is bad at seeing the things that decide the season of a startup. What will this person build when no one asks? How quickly can they move through a problem nobody has framed? Is this founder’s particular kind of intensity something they would run toward or away from?

Scouting departments exist because serious franchises do not wait for applications. They pay people to know who is good two years before it becomes obvious. They do that by watching the work.

Tech has sourcing instead. Everyone searches the same indexes for the same keywords and ends up with the same list of people.

Film exists in software too. It is the code someone wrote, the products they shipped, the decisions they made when the obvious approach failed. It is also the people who worked beside them and are willing to stake their own reputation on what they saw.

Then there are agents. That is the missing institution this piece is really about.

A recruiter is paid by the club

A recruiter is paid by the company, against a requisition, on the company’s timeline. The tools of the trade are built for volume: sourcing lists, sequences, submissions and placements. Loyalty to a candidate does not set the terms. The open seat does.

That model was reasonable when even strong engineers were treated as interchangeable professionals and hiring was largely statistical. A large company can be slightly wrong a thousand times a year and average it out.

AI breaks the volume model. Outreach costs almost nothing, so everyone sends more of it and less of it gets read. Sourcing tools pull from the same indexes, so everyone sees the same people. When volume costs nothing, volume stops signaling much of anything.

An agent is paid by the career

An agent knows the player’s game before there is a deal on the table. They know what the person is truly great at, what they are merely good at, and what kind of system would waste them. That knowledge comes from paying attention while nothing is happening. It is why an agent can move quickly when something finally does.

An agent also knows the league. Which teams make people better? Which ones quietly burn them out? Which founder is worth betting two years of a career on? Which offer is a large number attached to the wrong season, the one you take at twenty-nine and regret at thirty-two?

Most of the job is saying no on the player’s behalf. That is what gives a yes weight. The person on the other end of the call knows the agent does not arrive with junk and does not manufacture urgency for a deal they would not recommend to their own client.

The leverage comes from that knowledge, that restraint and the ability to walk away. The incentives have to run in years. A bad deal loses the player, then the reputation, then the next player. The relationship is the asset. Everything else follows from it.

There is an obvious incentive problem here. Zelcast is paid by the company today. Most recruiting businesses would take that fact as permission to make the open role their customer and the engineer their inventory.

We think the fee can come from the company while the relationship still belongs to the engineer. That means knowing someone before a requisition exists. It means advising them to stay where they are when that is the right answer. It means declining a placement that might pay us now but would damage the relationship later. If we are serious about building an agency, we have to be willing to make that trade.

Set this against what a great engineer usually has today: an inbox full of automated follow-ups from people who have never read a line of their code, and nobody whose job is to think about their career from the outside.

For a market this mature, that is a strange state of affairs. It will not last.

The founder needs the same thing from the other side

A founder hiring the first ten engineers does not need more resumes. Fifty resumes at that stage is not progress. It is fifty distractions from the one seat that matters. It also tells the right person that they are being processed rather than chosen.

The founder needs someone who is already in the rooms and already knows who is genuinely great. Someone who can bring one person whose fit with this founder, this company and this moment is likely to hold. Someone who will also say plainly when nobody fits.

That is agent work viewed from the other chair. Know the players. Know the rooms. Make very few introductions, each with the reasons attached, and be judged by how they turn out rather than how many there were.

A firm built on the old economics struggles to work this way. Not because the people lack judgment, but because the compensation rewards more placements and the rest of the firm eventually follows the compensation.

The league is already legible

We stopped treating this as a metaphor when we mapped the market.

Our dataset covers 26,572 engineers and the jobs they have held. The most common move between any two companies in it is Google to Meta, with 194 people making the jump.

We found 75 former Palantir engineers whose next recorded role was as a founder. Half started their company within a month of leaving. They were not taking time off to figure out what came next. They already knew.

On our internal measure of early-stage engineering strength, the people who left Palantir scored higher than the people who stayed: 87 versus 83. Only five moves out of Anthropic appear in the dataset so far.

None of this appears in a job description. It is exactly the kind of information someone should want before signing one.

Where do great people tend to go next? Which companies produce founders? Which teams retain their best people, and which lose them? Who is underrated because the market has not yet caught up to the work?

Once you map the league, those questions become answerable.

Where this goes

Markets for genuinely scarce talent eventually build institutions around the talent. Sports developed scouts, game film, agents and transfer markets. Film built agencies. Music built managers and A&R. Once one person’s ability can change the economics of an entire project, finding and representing that person becomes an industry of its own.

The market for the top one percent of engineers is moving in that direction quickly.

So we are building for it.

Zelcast is our attempt to build that agency. We want to know exceptional engineers before a role exists, understand the rooms where their careers will compound, and make one introduction with specific reasons attached instead of a hundred without them.

Sometimes the right answer for an engineer will be to stay put. Sometimes the answer for a founder will be that we do not know anyone good enough. If we never say either, we are still running a staffing firm.

The best engineers are already being priced like athletes and traded like athletes. Soon they will be scouted, evaluated and represented like them too.

The sports market is already here. The agency is what still needs to be built.

Common questions

Why are top engineers being compared to athletes?

Because the top of the market already behaves that way. A handful of people can change the outcome of a company, compensation increasingly resembles player contracts, and deals have started to look like trades. When a well-known researcher changes labs, people follow the move the way they follow a signing.

What is the difference between a recruiter and an agent?

A recruiter is paid by the club: against a requisition, on the company’s timeline, with tools built for volume. An agent is paid by the career. They know the player’s game before there is a deal on the table, and most of the job is saying no on the player’s behalf, which is what gives a yes weight.

Do software engineers have agents?

Almost none of them do. What a great engineer usually has is an inbox of automated follow-ups from people who have never read a line of their code, and nobody whose job is to think about their career from the outside. Sports built agents. Film built agencies. Music built managers. This market has not yet.

How should a startup hire its first ten engineers?

Like a general manager, not an HR department. There is no real bench at that size, and the tenth hire helps set the ceiling for the eleventh. A mediocre senior hire does not arrive with an alarm attached; the standards just get a little softer and the next great engineer becomes harder to recruit.

Which companies produce the most startup founders?

Palantir is the clearest case: 75 former engineers whose next recorded role was as a founder, and half started within a month of leaving. The people who left score higher than the people who stayed, 87 versus 83. The full picture is on the alumni map, company by company.

If you are one of the players, get on our radar. If you are building the roster, talk to us. For the longer argument, read the thesis.