Manifesto · 5 Principles

No permission asked.

Why one operator with AI ships what twenty used to. Five principles. Built where it is needed. Newark, NJ.

5Operating principles
1Founder · 0 bureaucrats
100Open-source by default

Most AI labs are building for users who already have power: enterprise software buyers, ad-tech platforms, productivity workers in nice offices. The math is simple — that's where the money is. We're building for the opposite end of the same telephone wire.

The volunteer at St. John's Soup Kitchen who needs to translate a meal request into Haitian Creole at 11pm on a Tuesday. The mother on the line who can't read the intake form because her landlord just changed the lock. The veteran in the Newark cold who needs to find a warming center before the buses stop running. These people don't have an enterprise budget. They have now.

AI for good means showing up at the loading dock with a working tool, not in a Medium post about responsible AI.

What we believe

Operator-first, not researcher-first. The person serving the meal knows what they need. We listen. We ship. They use it tomorrow. We listen again. We ship again. No five-year roadmaps. No "AI safety" white papers. Working code, in real hands, this week.
Open source by default. Every line of code we write is public on GitHub. No proprietary lock-ins. No "platform plays." If another soup kitchen in Camden or Trenton or anywhere wants to fork our tools and run them, the code is theirs. Forever.
100% pass-through donations. The founder eats the overhead personally. Domain, hosting, accounting, time — all of it. Every dollar you donate funds meals, supplies, or shelter. No salary draws. No paid contractors. No "fundraising consultants." See the books.
Newark-rooted. We don't parachute in. We don't film a feel-good video and leave. The work is local because the people are local. If a tool works here, in this city, with these constraints, it will work anywhere. We've seen too many "national" non-profits that serve everyone abstractly and no one concretely.
Distribution over technology. The world doesn't need more clever models. It needs more tools in the right hands at the right time. We measure ourselves by reach, not by GitHub stars. A working SMS bot that runs on twenty cents a day beats a research paper every time.

What we refuse to do

We will not surveil clients to feed an advertising model. We will not sell anonymized data. We will not run paid ads on platforms that harm the communities we serve. We will not accept donations from companies whose primary business model is exploiting the vulnerable people we work with.

We will not pretend AI is magic. We will not over-claim. We will not deploy a system before a real human has tested it in real conditions and confirmed it works. We will not let "move fast and break things" break the people on the other end of the line.

The math

One person with AI can do what twenty used to do. The barrier is gone. What remains is taste, judgment, and the willingness to do the complete thing — to walk it all the way to the loading dock and make sure it works.

That's the bet. That's the manifesto. The soup line gets the technology first. Everyone else can wait.

Brian Zalewski
Founder, Megabyte Labs Mission
Newark, New Jersey · 2025

megabyte.space · hey@megabyte.space

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