AI Product Engineer & Technical Founder - I build AI systems that move from prototype to production: agentic workflows, evaluation pipelines, product automation, and applied SaaS.
15+ shipped products. 7,100+ GitHub contributions in the last 12 months.
- AI developer tools that make AI-assisted engineering more rigorous, reviewable, and repeatable.
- Production AI systems for revenue operations, legal workflows, technical content, and internal automation.
- Open source contributions across developer tools, AI infrastructure, language tooling, and Python/Rust/TypeScript codebases.
- Evaluation-driven workflows where "done" is defined before implementation and verified after.
In review
AWS IAM Policy Autopilot - Rust tooling for generating least-privilege IAM policies.
- awslabs/iam-policy-autopilot#217 - made the policy-generation resource cutoff configurable across CLI, MCP, and library paths.
Recently merged
TrustGraph - Python AI infrastructure and knowledge-graph tooling.
- trustgraph-ai/trustgraph#955 - tightened WebSocket client exception handling and added regression coverage.
- trustgraph-ai/trustgraph#954 - replaced a broad prompt-manager exception handler with specific exception handling.
- trustgraph-ai/trustgraph#952 - improved cache-directory error handling in sample document loading.
AWS IAM Policy Autopilot - Rust tooling for generating least-privilege IAM policies.
- awslabs/iam-policy-autopilot#214 - added pre-commit hooks and local validation documentation.
Harper - Rust grammar and spell-checking engine.
- Automattic/harper#3460 - fixed a grammar false positive for built-in verb phrases.
m0lz.00 is the canonical site and writing hub: m0lz.dev.
m0lz.01 is the local idea-to-distribution pipeline that researches, drafts, evaluates, publishes, and distributes technical content.
m0lz.02 is the AI coding workflow orchestrator: Plan -> Implement -> Contract-Evaluate with dual-model adversarial review.
m0lz.03 is a security proxy daemon for MCP servers: auth, rate limiting, PII detection, permission scoping, and audit logging.
m0lz.04 is an AI-powered legal case-management system for pro se litigants.
m0lz.00 - Monochrome developer blog and portfolio. Static Next.js site with MDX content, generative branch-mark identity, OG images, RSS, dark/light theme, and a content pipeline driven by m0lz.01. Next.js / TypeScript
m0lz.01 - Automated content publishing agent. Commits MDX posts to m0lz.00, produces platform images, prepares distribution kits, and supports cross-post workflows. TypeScript
m0lz.02 - Structured AI coding workflow orchestrator. Plan, Implement, Contract-Evaluate with 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, and attack-scenario validation. 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 and 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
m0lz.02 implements a structured methodology for AI-assisted engineering:
- Contracts define "done" before any code is generated.
- Dual-model adversarial evaluation uses different model families to expose different blind spots.
- WISC context management - Write, Isolate, Select, Compress - keeps long-running AI work grounded.
- Tiered evaluation rigor scales verification to the risk of the change.
Languages & Frameworks: TypeScript Python Rust 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
Bloom - AI-powered revenue discovery for service businesses. Satellite measurement, AI proposals, and Bloom Intelligence email personalization. TypeScript / Next.js
Alpaka - Value-chain intelligence for real estate. Scope 3 carbon emissions ML modeling, supply-chain optimization, and vendor management. Python ML / TypeScript
Ready Text - Waitlist texting and customer alert platform for restaurants and businesses. Live SaaS with paying customers. Laravel / PHP
- 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
15 years of B2B SaaS leadership at companies including 24/7 Software and CleanAir.ai. I build AI systems with a product operator's bias toward deployment, adoption, and business value.
MBA - Nova Southeastern University
BSBA, Entrepreneurship - University of Central Florida