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Production system

AGFarms

Question

A consulting and development firm that also builds and owns products, using research-informed product development rather than formal scientific research.

Role

Co-Founder / Software and AI Engineer.

Method

Competitor and adjacent-field case studies, user segmentation and feedback, feature duplication and differentiation decisions, build/no-build prioritization, and iteration against observed behavior. Delivered two paid client SaaS engagements proposal-to-production on React/React Native/Next.js, Rust backends, PostgreSQL/Supabase, and Docker/Kubernetes self-hosted on Hetzner.

Division of work

Human

Co-founded and co-lead the engineering team; own product decisions end to end.

AI

Used as an engineering and research tool across the studio's workflow.

Verification and limitations

This is research-informed product development: competitive analysis and user feedback, rather than controlled experiments.

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