A career spent at the cutting edge of progress

The Startup Stack: Modern Tools That Power My Approach

We build with the industry’s best for AI agent development and automation. OpenAI GPT offers state-of-the-art language modeling; Langchain orchestrates LLM workflows and complex chaining; Langsmith equips us with granular observability, debugging, and trace analytics; Hugging Face delivers open‑source flexibility and access to thousands of leading models. By combining these platforms, my stack enables rapid prototyping, reliable scale, and custom solutions tuned for startup velocity and experimentation.

Explore the stack

5.0

100's of positive reviews across multiple platforms.

Technologies I work with:

I have worked across dozens of different platforms, processes, and methodologies throughout my time as an analytics agency owner, founder, start-up executive, and mentor. My expertise is not limited to these platforms, but they are a core part of my current approach to helping organizations achieve greater ROI through machine learning services.

OpenAI GPT

OpenAI's latest GPT models, especially GPT-5, have evolved into unified systems capable of advanced multi-step reasoning, robust multimodal interactions, and agent-style task execution. GPT-5 integrates real-time adaptive routing for instant or thoughtful responses, vastly expanded context retention (up to 400,000 tokens via API), and seamless global language support for both text and voice. Its agent connectors and improved reduction of hallucinations make it not just powerful for content creation or code, but transformative for enterprise workflow, dynamic applications, and generalized AI research.

Learn More

Langchain

LangChain continues as the backbone for modular LLM application development, now supporting complex multi-agent orchestration, native multimodal integrations, and sophisticated retrieval-augmented generation architectures. Its 2025 update delivers native compatibility with leading LLMs, advanced prompt templating, autonomous agent frameworks, and real-time workflow debugging. LangChain simplifies AI solution building in production—whether integrating proprietary data, stochastic reasoning, or agent hierarchies—enabling rapid prototyping and robust scaling for modern teams.

Learn More

LangSmith

LangSmith now powers enterprise-grade observability, traceability, and quality assurance for the LLM lifecycle. With full support for complex evaluation metrics, real-time monitoring, and collaborative debugging, LangSmith lets teams track model decisions across multi-agent workflows, rapidly diagnose errors, and optimize prompt engineering. Enhanced features in 2025 include versioned deployment environments, granular hindsight analysis, and integrated human-in-the-loop annotation, raising the bar for maintainability and compliance at scale.

Learn More

HuggingFace

Hugging Face has expanded its repository to include cutting-edge LLMs, diffusion models, and multimodal architectures, with first-class tools for secure fine-tuning, decentralized distribution, and privacy-preserving deployment. The platform’s new model hub provides direct access to agents optimized for reasoning, retrieval, and code generation, plus advanced hardware integration and user-friendly APIs. Hugging Face’s community and ecosystem remain pivotal, driving the adoption of open innovation and democratizing the latest breakthroughs across AI disciplines.

Learn More

Google Gemeni

Google Gemini has rapidly established itself as a leader in next-generation AI platforms, delivering state-of-the-art large language models, advanced multimodal capabilities, and powerful agentic architectures optimized for real-world reasoning, retrieval, and collaboration. The Gemini suite features a robust API, seamless deployment options, and native tool use—including reasoning agents that can interact with user interfaces, analyze complex data, and generate media across text, images, and video. Gemini’s expanding ecosystem, including its model hub, priority access options, and deep community engagement, propels open innovation and drives forward the adoption of AI for developers, enterprises, and creators across industries.

Learn More