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jmolz/README.md

Hey, I'm Jacob

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.


Public projects

m0lz.00 — Monochrome developer blog & portfolio. Static-only Next.js 16 site with MDX content pipeline, generative branch mark identity system, and dark/light theme. Next.js / TypeScript

m0lz.01 — Automated content publishing agent. Commits MDX posts to m0lz.00, cross-posts to Medium and Dev.to. TypeScript

m0lz.02 — Structured AI coding workflow orchestrator. Plan, Implement, Contract-Evaluate with dual-model adversarial evaluation, WISC context management, and tiered verification. Rust / TypeScript

m0lz.03 — Security proxy daemon for MCP servers. Authentication, rate limiting, PII detection, permission scoping, audit logging. 97% detection rate across 7,095 attack scenarios. TypeScript

m0lz.04 — AI-powered legal case management for pro se litigants. Court filing monitor, deadline tracker, citation verification, red team analysis, and DOCX export. Local-first, privacy-focused. JavaScript / Claude API

Investor Matchmaker — Investor-founder meeting scheduler for Startup Week. Greedy bipartite matching across investment type, business type, and sector with Excel I/O. Python

Private projects

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

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


How I build: m0lz.02

m0lz.02 implements 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

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

Pinned Loading

  1. m0lz.00 m0lz.00 Public

    m0lz.dev — Monochrome developer blog & portfolio. Next.js 16, Tailwind CSS 4, MDX, static-only. Austere black/white design with generative branch mark identity system. OG images, RSS feed, dark/lig…

    Python

  2. m0lz.01 m0lz.01 Public

    Local idea-to-distribution pipeline for technical content

    TypeScript

  3. m0lz.02 m0lz.02 Public

    m0lz.02 — Structured AI coding workflow orchestrator. Plan → Implement → Contract-Evaluate with dual-model adversarial evaluation.

    Rust

  4. m0lz.03 m0lz.03 Public

    m0lz.03 — Security proxy daemon for MCP servers. Auth, rate limiting, PII detection, permissions, audit logging.

    TypeScript

  5. m0lz.04 m0lz.04 Public

    m0lz.04 — AI-powered legal case management for pro se litigants. Court filing monitor, deadline tracker, citation verification.

    JavaScript