Expert guidance for early-stage deep tech and AI startups — from feasibility to funding.
The work early-stage teams and their investors come to me for most. Start here.
Design and validate AI agent systems that scale your product
Prepare for investor scrutiny with thorough technical assessment
Navigate complex hardware development and regulatory compliance
Prepare for EU AI Act requirements (August 2026 deadline)
Design technical roadmaps aligned with product-market fit discovery
Design and validate AI agent systems that scale your product
Navigate complex hardware development and regulatory compliance
Prepare for EU AI Act requirements (August 2026 deadline)
Design technical roadmaps aligned with product-market fit discovery
I work with pre-seed to Series A deep tech and AI startups. This includes companies building agentic AI systems, robotics, hardware, SaaS, and regulated tech. I bring 8+ years of experience across hardware, software, and AI.
Project-based engagements range from 2-5 days (pitch deck review) to 4-6 weeks (system design or PMF sprint). Retainers are ongoing monthly arrangements. Most feasibility assessments take 2-3 weeks.
Yes. I offer monthly retainers for Fractional Engineering Lead, Compliance Advisory, and Pre-PMF Technical Advisory. These provide ongoing strategic guidance, architecture reviews, and technical support as you scale.
Yes. My compliance background covers CE marking and ISO 13482 (Bearcover, robotics), grid certification for PV/wind systems (CarbonFreed), and regulated product development (VoltVogel, EV charging). I also wrote The EU AI Act Field Guide, so I can help with risk classification, gap analysis, and building a compliance roadmap — and I'll be direct about what requires a notified body versus what you can self-assess.
Code review, architecture assessment, technology stack evaluation, security and compliance audit, scalability analysis, team capability evaluation, and a detailed report with risk ratings and recommendations.
NDA available. I work with sensitive technical information regularly and follow GDPR best practices. For code review, we can use secure access methods and I never retain copies of your code.
Yes. I'm Berlin-based but work with startups globally (EU and US). All advisory work can be done remotely via video calls, async communication, and shared documentation.
Book a free 15-minute intro call. I'll help you identify the right engagement—whether it's a feasibility assessment, due diligence prep, architecture design, or ongoing advisory.
Yes. For pre-seed startups with limited capital, I can structure engagements with an equity component. This aligns our incentives—I'm invested in your long-term success. Equity discussions are handled respectfully and transparently. Reach out to discuss if this might work for your stage.
Yes. Advisory engagements can include hands-on development and design when needed—prototypes, architecture implementation, code reviews, or targeted build-outs. I'll scope what makes sense for your engagement.
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After metrics kept missing degenerate gaits and LLM-iterated rewards hit the survival cliff, we trie...
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We ran NVIDIA's Eureka methodology — an LLM iteratively proposing reward functions for an RL agent —...
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Pure RL, physics priors, single-image poses, adversarial structural rewards, LLM-iterated rewards — ...
Interested in working together? Get in touch or schedule a consultation.