Incubator since 2022

An idea, out the same week

David founded Linespotting Incubator in 2022. An idea becomes a working product the same week, from pyrolysis and materials recovery to security and AI — Zecuri, Grok Build Remote, AdSaver, OCCDEC, and Power Save Me.

Education Research Transparency AI & Machine Learning Leadership Project Management Open Source Student-Led Education Research Transparency AI & Machine Learning Leadership Project Management Open Source Student-Led

The incubator portfolio

Apps, sites, and physical processes shipped from this workshop. Marks and feature graphics are the real product art.

Education First

Hands-on AI curriculum from fundamentals to frontier research. Learn by building, not just reading.

Research Driven

Publish real findings. Build reproducible tools. Contribute to the global AI knowledge base.

Radical Transparency

Open processes, public reports, shared learnings. Everything we do, we do in the open.

Ship the idea the week it appears

Since 2022 the workshop has moved from one idea a month to an idea the same week. The portfolio covers phone apps, public sites, and physical work such as pyrolysis.

David is Catalyst and Founder. The latest public piece is Pyrolysis Yield, next to security and AI systems already in the stores.

See programs →
PortfolioApps, sites, and processes
Same weekFrom idea to a working build
Two storesApp Store and Google Play

Four tracks to shape your future

Choose one or combine them for the full incubator experience.

Program 01

AI Learning Lab

From ML fundamentals to production-grade AI apps. Structured curriculum, hands-on projects, peer review, and industry mentors.

Machine LearningLLMsComputer VisionEthics
Program 02

Ideation Studio

Turn rough concepts into validated ideas. Design thinking, rapid prototyping, user research, and pitching that resonates.

Design ThinkingPrototypingUser Research
Program 03

Project Management

Ship products. Agile methods, cross-functional coordination, timeline management, and transparent reporting.

AgileScrumRoadmappingDocs
Program 04

Leadership Track

Lead teams and organizations. Communication, decision-making, ethical leadership, and building cultures of trust.

CommunicationStrategyEthicsMentorship

Four steps to join

No prior AI experience needed — just curiosity and commitment.

1

Submit Application

Tell us about yourself and what you want to build. 15 minutes.

2

Brief Interview

Casual 20-minute chat about your goals and how we can help.

3

Team Matching

Matched with peers and mentors based on skills and interests.

4

Start Building

Orientation, resources, and your first project within a week.

The people behind it

David, Catalyst and Founder of Linespotting Incubator.

David

David

Catalyst & Founder

LinkedIn

Latest from the incubator

Transparency in action — follow our progress as we build in the open.

What this incubator is

What is Linespotting Incubator?

Linespotting Incubator is David’s workshop for turning an idea into a working product the same week. It has run since 2022 and publishes a portfolio of apps, sites, security and AI systems, and physical processes such as pyrolysis.

Who founded Linespotting Incubator?

David founded it in 2022. He is Catalyst and Founder. His profile is on LinkedIn.

What does Linespotting Incubator ship?

Phone apps, public websites, security and AI systems such as Zecuri, Grok Build Remote, AdSaver and OCCDEC, and physical work such as pyrolysis. The projects are listed on this page.

Ready to start building?

Apply, mentor, partner, or just say hi.

Let's connect

We're building in the open and we're always accessible. No question is too small — just send us an email.