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jmolz/README.md

Jacob Molz

Full-stack software engineer building AI SaaS platforms, developer tools, eval workflows, and secure model/runtime infrastructure.

m0lz.dev · LinkedIn · Email · GitHub

Open to contract, consulting, and full-time roles Remote first from Raleigh NC AI SaaS platforms and developer tools

I help teams turn AI prototypes, internal tools, and high-leverage product ideas into production SaaS systems: data contracts, model/runtime choices, secure infrastructure, evals, observability, deployment gates, and user-facing workflows that hold up after launch.

Most recently at REVGEN, I built production AI and SaaS systems across Next.js, React, TypeScript, Python, Supabase/PostgreSQL, Docker, RunPod, Vercel, GitHub Actions, Twilio, SendGrid, Stripe, QuickBooks, Gmail, and ShareFile.

I am currently focused on full-stack software engineering, AI SaaS platforms, contract engineering, applied AI consulting, developer tools, eval infrastructure, secure model runtimes, and platform/reliability work.


Where I Can Help

Problem What I build
AI feature stuck at prototype Production workflows with data boundaries, model/runtime selection, evals, observability, and release gates
Code review or eval work for AI labs Coding-task evaluation, edge-case design, regression tests, review rubrics, and failure taxonomy
Secure or private AI deployment Dockerized inference, open-weight model runtime tradeoffs, closed-environment operation, audit trails, and PII controls
SaaS workflows that need engineering/product judgment Multi-tenant apps, RLS/auth, integrations, feature flags, rollout plans, and customer-facing automation
Developer-tooling or platform gaps CLIs, MCP tools, workflow orchestration, CI parity, release automation, metrics, and smoke-test evidence
OSS or existing-codebase fixes Focused patches that fit local architecture, respond to maintainer feedback, and include targeted validation

Featured Systems

Featured systems cards for m0lz.01, m0lz.02, and m0lz.03

Open m0lz.01 Open m0lz.02 Open m0lz.03

m0lz.01 is the local idea-to-distribution pipeline behind m0lz.dev: research, benchmark, draft, evaluate, publish, and distribute technical content.

m0lz.02 is a Rust/TypeScript AI coding workflow orchestrator: Plan -> Implement -> Contract-Evaluate, dual-model adversarial review, context-isolated evaluators, Docker CI parity, Windows smoke tests, npm distribution, and release evidence.

m0lz.03 is a TypeScript MCP security proxy: OAuth 2.1/API-key auth, permission scoping, rate limiting, bidirectional PII detection, queryable audit logs, optional SQLCipher, Docker packaging, and benchmark coverage.


Recent Open Source Work

Open source tracker showing active review queue and merged patch train

Status snapshot checked with GitHub CLI on June 7, 2026.

Lane Project Work item Status
Active review Puppeteer #15075 page-level locale emulation across CDP and WebDriver BiDi Open, mergeable; CLA and visible checks green
Active review AWS IAM Policy Autopilot #217 configurable policy-generation resource cutoff Implementation complete from my side; open, mergeable after signed rebase, awaiting maintainer review
Active review AWS IAM Policy Autopilot #227 read-only MCP server guardrail for IAM policy mutation Open, mergeable; issue #92 linked
Active review Deno / dprint TypeScript plugin #800 preserve Markdown hard breaks in JSDoc formatting for Deno issue #31831 Open, mergeable upstream fix
Active review TrustGraph #977 reject invalid PDF decoder input for issue #949 Open, mergeable; CLA and tests green
Merged TrustGraph #955, #954, #952, #948 exception handling, cache parsing, metric-label parsing, and WebSocket fixes Merged
Merged AWS IAM Policy Autopilot #214 pre-commit hooks and local validation documentation Merged
Merged Harper #3460 Rust grammar false-positive fix for built-in verb phrases Merged

Proof Matrix

Engineering proof matrix showing containers, secure AI runtime, evals, release gates, rollouts, and observability


Core Stack

TypeScript JavaScript Python Rust React Next.js Node.js FastAPI Django Laravel HTML5 CSS3 Tailwind CSS Vite PostgreSQL Supabase GraphQL Docker AWS Git Linux Hugging Face PyTorch

Application stack: TypeScript, JavaScript, Python, Rust, React, Next.js, Node.js, FastAPI, Django, Laravel, HTML, CSS, Tailwind CSS, Vite.

AI/ML: open-weight models, secure inference, model runtime selection, RAG, embeddings, rerankers, pgvector, MCP, multi-agent workflows, LLM orchestration, evaluation pipelines, Whisper, pyannote, Hugging Face, PyTorch, Vercel AI SDK, OpenAI API, Claude/Anthropic API.

Infrastructure and delivery: Docker, Docker Compose, RunPod, AWS, Vercel, GitHub Actions, GHCR, CI/CD, release automation, Supabase, Neon/PostgreSQL, Redis, Drizzle ORM.

Reliability and security: observability, telemetry, health checks, audit logging, feature flags, progressive rollouts, OAuth, JWT, RBAC, RLS, PII detection, rate limiting, SQLCipher, Playwright, Jest, Vitest, pytest.


Production Systems

SalesForge AI (internal): call-intelligence and coaching platform. Ingests Coffee/Levitate recordings, runs Dockerized RunPod inference with Whisper large-v3 and pyannote, extracts deterministic metrics, submits budget-controlled Anthropic Batch evaluations, and surfaces cited coaching insights in dashboards and chat. Includes durable heartbeats, Slack alerts, completion catch-up, poll-only reconciliation, production DB verification, and RunPod/Docker deploy reconciliation.

Bloom: multi-tenant SaaS for landscaping and service businesses. Customer segmentation, campaigns, proposals, invoice workflows, routing/dispatch concepts, conversational AI assistance, org-scoped auth, RLS-backed data isolation, feature flags, structured logging, E2E/regression suites, and integrations across Stripe, Twilio, SendGrid, Gmail, QuickBooks, and Vercel Analytics.

Alpaka: value-chain intelligence software using Next.js, Python FastAPI, Docker Compose, pgvector, semantic search, reranking, groundedness scoring, multi-agent synthesis, open-weight Qwen runtimes, Vercel, and RunPod.

Ready Text Legal: invite-only legal client communication workspace with Supabase auth/RLS, case/contact management, consent tracking, SMS/MMS workflows, multilingual templates, approval gates, automation controls, audit archives, billing, and launch-readiness validation.


Public Project Map

Project What it proves Stack
m0lz.00 Portfolio and technical writing hub at m0lz.dev Next.js, TypeScript, MDX
m0lz.01 Local idea-to-distribution pipeline for research, drafting, evaluation, and publishing TypeScript, SQLite, CLI
m0lz.02 Contract-driven AI coding workflow orchestration and release evidence Rust, TypeScript, JSON-RPC
m0lz.03 MCP security proxy, permissions, audit logs, benchmarked tool boundaries TypeScript, Docker, SQLite
m0lz.04 AI-powered legal case management for pro se litigants JavaScript, Claude API
Investor Matchmaker Investor-founder meeting scheduler with greedy bipartite matching and Excel I/O Python

The Numbers

Portfolio numbers snapshot showing GitHub contributions, products shipped, companies co-founded, and Alpaka commits


Previously

Before moving full time into engineering, I spent 15 years in B2B SaaS leadership at companies including 24/7 Software and CleanAir.ai. That background shows up in how I build: I care about deployment, adoption, customer workflows, business value, and operational ownership.

  • 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