Most teams searching for an AI agent developer are not buying a demo. They are trying to turn a promising AI workflow into software that can do real work without becoming a support nightmare.
That is where I fit best.
I build AI agent systems for startups and software teams that need workflows, tool use, and product constraints handled properly. That includes AI agents, LLM applications, fine-tuning, RAG, agentic RAG, MCP integrations, automation, self-hosted models, open source models, video models, and vector database-backed systems. The model matters, but the real value comes from the surrounding system: the rules, the recovery paths, the validation, and the product logic that keep the agent useful once real users arrive.
What I help with
- AI agents that call tools and complete repeatable workflows
- Internal automation that replaces manual operational work
- Product features that need reasoning plus real actions
- Multi-step AI workflows for support, research, coding, or ops
- LLM systems that need validation, logging, and guardrails
- Self-hosted model deployments, open source model evaluation, and vector database design
- MCP-powered workflows and model infrastructure that connect AI to real product systems
Why teams hire me for this
Because prompt quality is the easy part. Production AI agents also need:
- clear tool contracts
- output validation where mistakes matter
- state management that stays readable
- observability for debugging and improvement
- cost and latency discipline
- clean boundaries between AI behavior and product logic
If you want an AI feature that behaves like product infrastructure instead of a fragile experiment, this is the lane.
Typical fit
This is usually a good fit if your team is trying to:
- move from prototype to production
- automate repetitive internal or customer-facing processes
- integrate LLM systems into an existing product
- ship AI features without making the architecture brittle
If you need an AI agent developer who can think through product, systems, and delivery, send me the workflow that is stuck.