AI Products
Design and build focused AI applications that combine LLMs, retrieval, orchestration, and rigorous product thinking.
- Prototypes to production
- RAG and evaluation flows
- Internal and customer-facing tools
Technical lab. Premium execution.
AI products, agentic workflows, and custom software built for real-world use.
Miami Beach Labs helps teams ship practical AI systems with strong engineering judgment, clear product thinking, and a bias toward things that still work after the demo.
Built for teams that need more than prompts
From AI product prototypes to embedded delivery support, the focus is on systems that help teams move faster without lowering technical standards.
AI application design
Custom GPTs and assistants
Retrieval and knowledge systems
Agent orchestration
Backend architecture
Developer workflow acceleration
Services
Three ways to engage
The offering is intentionally focused: build an AI product, design an agentic workflow, or join temporarily to help a team get real leverage from modern tooling.
Agentic Workflows
Replace repetitive coordination work with operators, copilots, and structured workflows grounded in the way teams actually work.
- Operational copilots
- Workflow automation
- Human-in-the-loop systems
Technical AI Enablement
Join temporarily as a senior builder to help teams adopt modern AI implementation patterns, tools, and delivery workflows.
- Embedded engineering support
- Agentic development practices
- Architecture and execution guidance
Selected Work
Product thinking, workflow rigor, and deep technical grounding
The work ranges from AI products and retrieval-backed assistants to internal workflow systems and embedded engineering support.
Agentic workflow system
Agent Operations Toolkit
A modular operator workflow for coordinating research, drafting, review, and delivery across AI-assisted tasks.
- Agents
- Workflow design
- Tooling
- Human-in-the-loop
AI product
Retrieval-Driven Knowledge Assistant
A retrieval-backed assistant pattern for turning fragmented internal knowledge into a usable interface for teams.
- RAG
- Knowledge systems
- Prompt design
- Evaluation
Technical enablement
Embedded AI Enablement
Short-term embedded work to help teams adopt AI-assisted development, agentic tooling, and faster software delivery patterns.
- Embedded consulting
- Delivery systems
- AI adoption
- Engineering leadership
How I work
Focused scope. Clear systems. Fast iteration.
Projects move best when the problem definition is crisp, the workflow is explicit, and the implementation is treated as a real system rather than a novelty layer on top of an unchanged process.
01
Strong engineering fundamentals before trend-chasing
02
Clear product scope and measurable system behavior
03
Fast iteration without compromising production quality
04
Technical depth across backend systems, ML, and AI workflows
Background
An engineer first, with deep roots in ML and backend systems.
With 15+ years across machine learning, AI-adjacent systems, and backend engineering, Miami Beach Labs brings technical depth across Ruby, Java, Python, Haskell, Julia, and modern AI tooling. The point is not novelty. The point is shipping coherent systems.
Ideal engagements
- Teams exploring a new AI product and needing a fast senior builder.
- Operators who want agentic workflows that reduce repetitive coordination.
- Engineering groups adopting AI-assisted delivery without sacrificing rigor.