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Software engineering / MCP / AI integrations

I build tools for AI agents - and test what happens when they fail.

I'm Tomi Šeregi, a software engineer in Slovenia. My work covers MCP integrations, human-approval workflows, search infrastructure, and reproducible reliability tests.

Working code. Explicit permissions. Reproducible tests.

From agent request to inspectable boundary
01 — 03

What I build

Practical automation, shaped around the way your team already works.

The goal is not to add another tool. It is to remove a recurring bottleneck without giving away control.

01

Workflow automation

Turn repetitive intake, routing, and review into a clear, auditable flow.

02

AI-assisted operations

Use models where they help — drafting, classifying, and finding the next action — with people at the decision points.

03

Production systems

Ship the infrastructure, observability, and handoffs that make an AI workflow dependable.

Engagements

Fixed fees, not hourly.

Send a short brief first. We can arrange a call if it helps clarify the scope. API and platform usage is billed at cost.

Automation teardown€500–900
AI Automation Auditfrom €2,500
Done-for-you Workflow Buildfrom €4,000
Care & Expansion Retainerfrom €800/month

How we work

A small first step, then a system you can own.

  1. 01

    Map the bottleneck

    Find the expensive, repeatable part of the work and define what good looks like.

  2. 02

    Build the smallest useful flow

    Prove the workflow with your rules, your data boundaries, and your team in the loop.

  3. 03

    Operate and improve

    Measure what happens in production, then expand only where the evidence says to.

Built for careful work

Trust is built into the workflow.

The right automation makes the next action clearer, while keeping responsibility visible.

Human control

Automation handles the first pass. Your team keeps the decisions that matter.

Clear boundaries

Data access, sending permissions, and escalation points are part of the design.

Measured in production

The system earns trust through observable, reviewable behavior — not a pitch deck.

Have a technical brief?

Send the project or repository, the result you need, and your deadline. A call is optional.

Send a brief