Hey, I'm Jacob

·2 min read·intro, about

Jacob Molz


AI Product Engineer & Technical Founder — I build AI-powered products from zero to production.

15+ shipped products. 7,100+ GitHub contributions in the last 12 months.


What I'm building

Bloom — AI-powered revenue discovery for service businesses. Satellite measurement, AI proposals, Bloom Intelligence email personalization. TypeScript/Next.js

Alpaka — Value chain intelligence for real estate. Scope 3 carbon emissions ML modeling, supply chain optimization, vendor management. Python ML + TypeScript

Case Pilot — Open-source AI agent that monitors court cases on Tyler Tech, tracks deadlines, analyzes legal theory, and drafts filings autonomously. Python, Claude API

Ready Text — Waitlist texting & customer alert platform for restaurants and businesses. Live SaaS with paying customers. Laravel/PHP

MCP-Guard — Security proxy daemon for MCP servers: auth, rate limiting, PII detection, permissions, audit logging. TypeScript


How I build: The PICE Framework

I developed PICE (Plan → Implement → Contract-Evaluate) — a structured methodology for AI-assisted engineering that uses:

  • Contracts between human and AI defining "done" before any code is generated
  • Dual-model adversarial evaluation — Claude evaluates contract compliance, GPT challenges the design approach. Different model families = different blind spots.
  • WISC context management — Write, Isolate, Select, Compress — for managing the most precious resource in AI-assisted development
  • Tiered evaluation rigor scaled to change risk

Read the framework: github.com/jmolz/pice-framework


Tech stack

Languages & Frameworks: TypeScript Python Next.js FastAPI Laravel Django React

AI/ML: Claude API OpenAI API Multi-Agent Architectures MCP Servers LLM Orchestration RAG Pipelines Embedding Models Rerankers scikit-learn Computer Vision

Model Deployment & Infrastructure: Self-Hosted Open-Weight Models Quantized Models for High-Throughput ETL Full-Weight Models for Deep Analysis RunPod GPU Docker-Based Model Serving Secure Closed-Environment Inference

Infrastructure: Docker PostgreSQL Supabase Redis CI/CD


The numbers

  • 7,100+ contributions in the last 12 months
  • 15+ products built from zero to production
  • 4 companies co-founded with technical leadership
  • 2,900+ commits on Alpaka alone

Previously

15 years of B2B SaaS leadership (VP/SVP/CSO) at companies including 24/7 Software and CleanAir.ai — which means I don't just build AI systems, I understand why they matter and how they create business value.

MBA — Nova Southeastern University

BSBA, Entrepreneurship — University of Central Florida