Practical tools for real problems

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.

Our Story

Why “Lamplit Labs”?

agent governanceeducationdeveloper toolscareermedical prepcompliance

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.

Our Products

Tools and platforms we build and maintain

Our Journey

From a side project to a lab

Six years of building useful things - and a clear view of where the light points next.

  1. 2020

    bitesinbyte is born

    What started as a side project: a place to learn in the open and ship small, useful software.

  2. 2024

    Leben in Deutschland goes live

    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.

  3. 2025

    Kenntnistrainer & Fachsprachtrainer

    AI-powered exam simulation for international doctors in Germany - structured cases, instant feedback, and real medical German.

  4. 2026

    Amistio MVP launches

    Our visual AI agent builder goes live: agents that do real work, with versioning and approvals keeping humans in control.

  5. 2026

    bitesinbyte becomes Lamplit Labs

    A new name to match where we're headed - a lab that shines a focused light on real problems.

What's next

A lab in the truest sense

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.

Want to follow along? Read the blog →

About Us

Lamplit Labs builds Amistio for governed enterprise agents alongside practical tools for education, careers, developer workflows, and compliance.

Built with care

Every product is crafted to solve a specific, real-world problem - no fluff, just useful software.

Thousands of users

Our tools are used by thousands of people across Germany and beyond, every day.

Germany and beyond

From enterprise agent governance to medical prep, citizenship, and developer tools - built locally, used globally.

Accessible first

We are committed to keeping our tools accessible and free where possible.

Get in Touch

Have a question, suggestion, or want to collaborate? We'd love to hear from you.