Building the AI Foundation That Raised €2M
How a 4-month proof-of-concept for maritime AI became the foundation for a startup's seed round. RAG pipeline, knowledge extraction, and the architecture decisions that made it investable.
Technical writing from Octatech.
How a 4-month proof-of-concept for maritime AI became the foundation for a startup's seed round. RAG pipeline, knowledge extraction, and the architecture decisions that made it investable.
Ongoing direct engagement: e-commerce, Google Ads, and AI-assisted development for Marinelab, a Warsaw-based boat dealership with four web properties.
How we migrated critical infrastructure for a major satellite acquisition using AWS Step Functions, with every migration running overnight to minimize user impact.
Every layer of the AI coding stack exists, except the one that lets humans choose when to review and when to let it rip. That's what we're building next.
A deep dive into HumanLayer's research, plan, implement approach, and why you still can't outsource the thinking to AI.
Why your AI agent's quality gates should be static project infrastructure, maintained in a different mindset than the features they protect.