Workflow Engineering
Lead flow, estimating, follow-up, approvals, handoffs, task queues, content operations, and operational state made explicit.
AI + FORWARD-DEPLOYED ENGINEERING
Get inside the problem.
Ship the system.
Forward Deployed Engineer work for teams that need AI implementation inside real operations: agentic systems, workflow automation, integrations, MCP-enabled tooling, operational software, and production deployment.
Software should survive operations.
My approach to AI and software comes from field work: observe what actually happens, find the bottleneck, build at the seam, test against reality, and leave behind something the operator can use. The title matters less than the operating posture: forward-deployed, cross-functional, and accountable to the workflow.
Agents + Automation
Research, decomposition, drafting, implementation, review, monitoring, and action routed through governed agent workflows.
Integrations
APIs, webhooks, CRM seams, email, messaging, databases, vendor tools, and replaceable adapters instead of brittle one-off glue.
Operator Interfaces
Dashboards, founder queues, status surfaces, command centers, and human-readable views of what the system is doing.
Evidence + Governance
Receipts, verification, source validity, approvals, rollback, and the difference between a claimed action and a proven external effect.
Deployment
Edge runtime, databases, observability, health checks, preview environments, and production hardening that turns code into an operating capability.
How it moves.
The work is treated as a governed sequence, not a bag of tasks.
Watch the real workflow and collect evidence before deciding what the software should be.
Build the smallest high-leverage seam that changes the operator's reality.
Test the loop end to end, including the external effect and the failure path.
Standardize what worked so the next workflow gets cheaper, faster, and more reliable.
This website is itself a forward-deployed artifact. It is being built on Cloudflare Workers with durable state, anti-abuse controls, telemetry, and an agent-assisted implementation loop rather than as a static design mockup.