I build production-ready AI agents and automation workflows that connect your tools, APIs, data, and business processes.

This can include autonomous or human-in-the-loop agents, scheduled workflows, event-driven automations, internal AI tools, CRM workflows, research agents, reporting systems, API integrations, and multi-step business processes.

I focus on building systems that can run reliably beyond a prototype. That means structured outputs, validation, retries, persistent state, clear execution boundaries, logging, and approval steps where needed.

• AI agents for internal operations • Workflow and business-process automation • LLM and API integrations • CRM and communication workflows • Automated research and reporting • Scheduled and event-driven processes • Human approval workflows • Database-backed agent state • Multi-agent orchestration • Existing automation debugging and improvement

• System and workflow architecture • Backend implementation • AI / LLM integration • API and third-party integrations • Validation and error handling • Logging and execution visibility • Testing of key workflows • Setup and handoff documentation

I can work from an existing workflow, specification, prototype, API documentation, or directly from your business requirement.

The goal is not simply to add an LLM to a process. It is to build an automation system that is useful, controllable, and reliable enough to run repeatedly.