How I Work

Every engagement follows the same principles: remote-first delivery, AI-augmented workflow, deterministic pricing, and post-delivery payment. The methodology is the product.

Step One

This runs before anything else. Every time.

AI-Fluent Workflow

AI accelerates the work. The expert owns the outcome.

Context Engineering

Every RouterOS configuration starts with a grounded context — your topology, firmware version, hardware model, and constraint set. AI generates from verified facts, not hallucinations. The result: configurations that work on first deploy.

Grounding Infrastructure

Open-source routeros-7-llm-safe-reference — a curated dataset that prevents LLMs from generating invalid RouterOS commands. This is the same tooling I use in production.

Token Optimization

Context windows are finite. I structure project documentation for maximum signal density — every token carries information. This reduces AI errors and speeds up iteration.

Delivery Model

100% post-delivery payment on verified results

No deposits. No milestones. I carry the risk.

You see the work before you pay. 100% after delivery — always.

Remote-First

Screen sharing, remote access, async documentation. Customer does physical (cable, power), engineer does logical (config, routing, security).

Productive Hours Only

0.5h granularity. First 30 minutes free. Waiting for your response or troubleshooting my own tools — not billed.

Deterministic Pricing

Formula-based. Same inputs = same price. No negotiation, no guessing. See the formula →

Quality Signals

7 Active MikroTik certifications
94% Average exam score
#2 Europe consultant ranking (2019–2022)
10K+ Community members built
~10y MikroTik specialization

All certifications independently verifiable on mikrotik.com. All conference talks on YouTube.

Philosophy

"AI accelerates work. Expert owns outcome."

"Teaching you how not to call me next time."

"100% post-delivery payment. No deposits."

Questions about the approach?

Get in touch