Stephen WeberTwo exits. 15+ years building products. Now driving AI-first organizations from concept to market traction in months, not years.
I’m Stephen Weber, accelerating organizations to product-market fit through AI-native architecture, customer-driven execution, and rapid iteration cycles.
From Code to Leadership
15+ years shaping technology teams and products that matter
I'm a founder and engineering leader who has spent 15+ years architecting AI-native platforms, scaling engineering organizations 5x, and accelerating startups to revenue-generating products through rapid iteration and customer-centric execution.Core stack: TypeScript · React · Python · Langchain / Langflow · TensorFlow
I've built and sold BitRook (ML data quality platform) and Voteboards (product feedback tool), scaled engineering teams at an AI company, and created Founder Flow—an open-source, AI-powered startup builder that turns product ideas into launch-ready assets in under an hour.
I specialize in AI-native products, API-first platforms, and customer-focused execution that bridges architecture and product strategy. I partner with CTOs, product leaders, and executive teams to align technical roadmaps with business objectives—from early-stage startups to Fortune 500 enterprises.
Current: Director of Engineering, AI Intelligence Startup
Leading an engineering org building AI-native threat-intelligence products at scale — processing billions of data points daily, shipping 4 products that generated $2M+ ARR within 18 months.
Process Transformation: 80% Productivity Gain in 5 Months
Transformed engineering culture through agile adoption, automated testing (157% test coverage increase), and streamlined workflows—tripling team output while cutting cycle times by 20-50%
Startup Founder (Acquired)
Built and sold BitRook and Voteboards
AI Side Projects
Created autonomous startup builder (Founder Flow)
Early Stage
Fullstack engineer turned product & engineering leader
How I Lead
Three principles that guide how I build products and teams
Ship Fast, Learn Faster
I build products that validate hypotheses, not perfect systems that ship late.
By focusing on core value and iterating with real users, teams move from idea to traction 3x faster without technical debt.
Customer Pain > Technical Elegance
I build engineering teams that ship products customers love, not just technically elegant systems.
By embedding engineers in customer discovery, we reduce rework by 60% and increase feature adoption before writing code.
Optimize Process, Maximize Impact
I streamline engineering workflows and eliminate inefficiencies before scaling headcount, maximizing output per engineer.
Through agile transformation and targeted automation, I've consistently delivered 60%+ productivity gains—tripling team output while cutting cycle times by 20-50% and reducing defects by 30-40%.
AI-Native from Day One
Most companies bolt AI onto existing products. I architect systems where AI is the foundation, not the feature.
This approach creates defensible moats through proprietary data loops and enables capabilities competitors can't retrofit.
Thought Leadership
Essays on AI systems, engineering culture, and shipping products that matter.
Design Patterns for AI-Powered Applications
The gap between impressive AI demos and reliable production systems has never been wider. Engineering discipline — not model choice — determines outcomes.
Mastering LLM Accuracy: How to Test, Detect, and Fix Hallucinations
LLMs are like that overly confident friend — authoritative but occasionally wrong. A practical guide to testing and reducing hallucinations in production.
Choosing the Right Architecture for Scalable Generative AI Apps
A breakdown of the best architecture patterns for building generative AI applications that actually scale beyond the demo stage.
Products I've Built
Eight products across AI, SaaS, and crypto. Two exits. Each one taught me how to move faster.
BitRook
Machine LearningAn ML-powered platform that profiles your data, flags issues, and recommends fixes—without writing code.
Voteboards
B2B SaaSA simple app that lets users create boards to collect and upvote ideas—perfect for product roadmaps.
Founder Flow
AI AgentsInput your product idea—Founder Flow takes it from there. A full-stack autonomous startup builder.