James Torres Baydal
AI Solutions Specialist

Manual busywork is quietly costing you hours every week.

I fix that by building automation that actually holds up: n8n runs the deterministic parts, AI agents handle the parts that need judgment. No exaggerated promises, no 24/7 claims. Just systems that keep working after I stop looking at them.

n8n Claude Code Python LangGraph LangChain Self-hosted infra
Process

How a build actually happens

Deterministic execution first, AI orchestration second: every project runs on the same four steps.

01

Map the process

Find the real bottleneck before touching any tooling.

02

Automate the deterministic parts

n8n handles anything with a fixed, repeatable logic.

03

Add agents where judgment is needed

AI only where the task genuinely requires it, not by default.

04

Ship and verify

Every write is checked against a deterministic verifier, not self-review.

Proof of work

A real problem, same-day

No client testimonials yet, so here's an actual build with the real problems that came up, instead of a polished claim.

Case study · This site, 2026-09-03

Getting this exact portfolio live, same day, on infrastructure that fought back

Situation

Needed this site live the same day, on a VPS shared with two other running projects, with no working DNS setup and a VPN key that had never been used on that box.

What happened

Enrolling the VPS into the tailnet surfaced a silent identity collision: the box had been cloned from another live machine and was quietly at risk of knocking it offline every time it reconnected.

What I did

Diagnosed it from boot logs (no crash trace, no OOM; the tell was a duplicate IP), fixed it without touching the other project's box, then exposed the site publicly over Tailscale Funnel: no open ports, no domain purchase.

Result

Live public site, zero new attack surface, zero added cost. The fix is now written up as a standing rule so it doesn't get rediscovered the hard way next time.

Currently building

What's in progress

Being upfront about status: nothing here is oversold as finished.

In progress · scope still forming

AI-Factory

An agent-driven build system: Claude Code orchestrating, n8n running the deterministic steps, everything backed by a version-controlled knowledge base instead of scattered notes. Full scope not locked yet, built in the open.

Not started yet

Automation case studies

Real client walkthroughs will go here once there's client work to show. This section stays empty until then rather than filled with invented examples.

What's eating your time right now?

Once it's actually automated, that task stops needing your attention every time it repeats. Tell me the task, I'll tell you honestly whether automation is the right fix for it.

jimpot66@gmail.com
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