From enterprise agent governance with Amistio to medical exam prep, citizenship tools, career resources, developer utilities, and compliance — we build practical software that makes a real difference.
lamplit /ˈlamp·lɪt/
adjective — illuminated by the light of a lamp. A warm, focused glow that cuts through darkness and brings clarity to what matters.
We chose “Lamplit Labs” because it captures exactly how we work: shining a focused light on real problems, then building practical tools to solve them.
No hype, no complexity for its own sake — just clear, purposeful software that illuminates the path forward for our users.
Formerly known as bitesinbyte, we've grown from a side project into a lab that ships products used by thousands.
Tools and platforms we build and maintain
Six years of building useful things - and a clear view of where the light points next.
2020
What started as a side project: a place to learn in the open and ship small, useful software.
2024
A citizenship test app and website - completely free. Most prep apps drown learners in ads, which defeats the purpose of learning. So we built one without the noise.
2025
AI-powered exam simulation for international doctors in Germany - structured cases, instant feedback, and real medical German.
2026
Our visual AI agent builder goes live: agents that do real work, with versioning and approvals keeping humans in control.
2026
A new name to match where we're headed - a lab that shines a focused light on real problems.
What's next
As our name promises, we're going deeper: researching how models are built and improved, while shipping practical tools that put that knowledge to work for people.
Model research
Studying how AI models are developed, trained, and improved - and contributing what we learn.
Tools for humans
Building focused products for real use cases that genuinely benefit people.
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Lamplit Labs builds Amistio for governed enterprise agents alongside practical tools for education, careers, developer workflows, and compliance.
Every product is crafted to solve a specific, real-world problem - no fluff, just useful software.
Our tools are used by thousands of people across Germany and beyond, every day.
From enterprise agent governance to medical prep, citizenship, and developer tools - built locally, used globally.
We are committed to keeping our tools accessible and free where possible.