Tomasz Fiedoruk · Strategic Advisor/ available for projects

Strategic advisory:
AI · IT · marketing.

I advise companies and local governments on technology, AI, marketing and communication. I take a project from the first decision, through architecture, to deployment, and I stand behind the result. The AI I build doesn't lie. I measure quality, test for safety and cut hallucinations.

See the projects B2B Pricing

StrategyAI Quality LoopProduction

production systems

900M+

tokens / day

−80%

hallucination reduction

23 years

working professionally — since 2003

01 / Methodology

AI Quality Loop™

Prompt engineering isn't enough. Most models work fine in a proof of concept and then fall apart in production. Deploying AI means building an architecture that stops errors before they reach the user. I run mine as the AI Quality Loop. The whole method is on display in the experiment "One Question, Split Across 91 Minds" (in Polish).

QL-01INPUT

The Prompt Decalogue

Universal rules for talking to LLMs that strip out ambiguity at the input stage.

QL-02ORCHESTRATION

Multi-AI Orchestration

An architecture in which independent models (Claude Opus/Fable, OpenAI GPT Sol, Kimi K) cross-check each other's output.

QL-03STATE

Context Snapshot

Version-controlled AI context that enables a precise rollback to a stable state.

QL-04LOOP

Iterative Refinement

Feedback loops that automatically improve answer quality based on how the answers actually perform.

NDA Archive · 2003 – 2026

NDA-47

projects under NDA

2003 23 years 2026

TF-NDA-47.archive READ PROTECTED

The tip
of the iceberg.

In 23 years I've delivered 47 strategic projects under non-disclosure agreements: strategy, brand and communication, technology. The clients are manufacturers, startups, and institutions. Names stay confidential.

Below are the public projects I can show.
All of them are running in production for real users.

02 / Projects

Production systems

CASE-01 · Open Source Flagship · AI-Built OS

Open Radio

My largest and most public project: my own internet-radio operating system for the M5Stack Core2 cube. Over 200,000 people have found their way to the project, and 150+ installations are already playing in the wild — for people I have never met, on three hardware revisions. The radio plays from the first minute. There are no accounts, no cloud and no telemetry. There are 218 stations, each verified by a live connection, and setup runs from your phone over a QR code. All of it free for anyone, anywhere, GPL-3.0 licensed, with full sources published next to the binary and a live repository on GitHub. The system was built in tandem with AI, on 3.45 billion tokens of work by two agents working under my direction. The result is mine to defend.

Reach

200,000+ people

Installations in the wild

150+

Open code

83,000 LOC

Quality

238 tests · 38 CI gates

See the radio page Code on GitHub

CASE-01b · Engineering the Constraints

Open Radio — engineering the constraints

The cube has less memory than a single phone photo, yet it must juggle Wi-Fi, Bluetooth and music at once. A few battles we won together with the agents:

Two radios, one antenna. Wi-Fi and Bluetooth share the same band, so we time-sliced their work and the music never has to wait.
Heavy lifting before the concert. Secure connections and station-logo downloads happen before the sound starts. After that, the audio path stays feather-light.
Law over convenience. Instead of the fashionable audio format, we chose the one we're allowed to give away for free. Every station in the catalog is checked with a live connection, not a promise.
Fixes in hours, not weeks. When the first cube owned by a stranger refused to start, the fix shipped the same evening. Every build reproduces byte for byte, so a fault can be pinned to the exact change that caused it.
One file, two hardware generations. The same installer works on the older cube and the newer one — the user never needs to know which they own.

BT dialing peak

~5 KB free DRAM

TLS off the audio path

≈45 KB / session

Field hotfix

< 3 hours

Build reproduction

byte-for-byte (−104 B)

CASE-02 · Multi-Layer AI Orchestration

Kiara QC

A 3-in-1 device designed by AI. The measurement units ("Lego-style"), the enclosure and the architecture were all generated iteratively by LLMs. Hardware cost cut from €10,000 to €20. Version 3.0 now in the works, with a touchscreen UI, OTA updates and a measurement engine frozen and locked against drift. The entire rebuild runs through multi-agent AI orchestration (dozens of agents per pass).

Architecture

ESP32-S3 + FreeRTOS

ADC

40,000 SPS

Pulse

0.2 ms

Hardware cost

€10,000 → €20

In Poland today

top 5 hosting

Scale on my watch

well over 10k accounts

Fully remote

since 2011

Brand value

tens of millions PLN

CASE-00 · Brand & Growth · 2011–2017

zenbox

A brand from scratch: the name, the colors, the direction for the logo, the slogan and the "zen" philosophy everything else grew out of. Built when Polish hosting was sold on specifications — we sold calm. In 2011 I moved the company to fully remote work, years before the pandemic made that ordinary. I left in 2017; the brand stayed and still works.

CASE-03 · Enterprise & Automation

M2 CRM

A custom-built B2B service portal for electronics manufacturers. It handles RMA tickets on its own, catches duplicates (fraud prevention) and keeps SLAs on track, so no one retypes paperwork anymore.

Codebase

25,000+ LOC

Support cost

−90%

Database

PostgreSQL + RLS

Uptime

99.99% SLA

CASE-04 · Public Utility & Reliability

Kiedy-Śmieci.pl

An enterprise-grade system for Polish municipalities. 100% offline PWA, built to WCAG 2.1, 3 languages (PL/EN/DE). Deliberately framework-free, so it runs on aging municipal servers and stays easy to audit. Version 2.0 (live): an 8,000-line monolith rewritten into a modular, testable architecture, with 611 unit tests and 144 E2E "parity" tests (v1≡v2, identical output), plus white-label for more municipalities. The rewrite itself, run through multi-agent orchestration, surfaced 7 real bugs that 35 prior audits had missed.

Residents covered

9,000+

Tests

611 + 144 E2E

Stack

Vanilla PHP + JS

Rewrite

v1 → v2

CASE-05 · Real-Time Data & AI

SunGeo.net

Monitoring of Schumann resonance, solar activity, and the geomagnetic field from 6 stations worldwide — AI translates raw data into plain language. No accounts, privacy by design, and an open API made for AI agents (llms.txt, RFC 9727).

Open API

7 endpoints

Languages

Data stations

Stack

PHP 8.3 + MariaDB

LAB-01WELLNESS · RESEARCH

aimy.bio

A free biorhythm app based on Dr. Sikora's method, in 8 languages, with 288 articles and no accounts at all. In an open study of the method I run a blinded N-of-1 journal (Pearson correlations, effect size) and an anonymous opt-in aggregate. I'd rather find out honestly whether the method works than simply sell it.

LAB-02OPEN SOURCE · NPM

aimy-bio-open-biorhythms

The biorhythm engine as a public npm package, v2.1 (MIT): 952 golden tests, validated digit by digit against the original 1983 method. Since v2.1 it ships an MCP server, so an AI agent computes the method instead of guessing it. Anyone can open the repository and recompute all 952 cases themselves.

LAB-03ANALYTICS

skad.click

Self-hosted, cookie-free analytics (Plausible CE) for ~20 domains. Visitor privacy plus full data ownership.

DOC · PRICING

Full B2B pricing

Engagement models, pricing, and retainer (strategic partner).

View →

03 / Experience

The Road

2024

Strategic Advisor — AI

Election campaign — Czaplinek

One of the first cases in Poland of AI acting as a campaign's lead strategist. Enterprise-level capability on a local budget: communication strategy, content generation, live sentiment analysis.

2020 — present

Strategic advisor — AI, IT, marketing

Independent practice (B2B)

Designing and deploying enterprise-grade AI systems. Focus: multi-model orchestration, hallucination elimination (AI Quality Loop), token cost optimization.

2016 — present

Digital Transformation Lead

MAGNET MEDIC (MIM-2)

I took a manufacturing company through a full digital transformation. Online reach grew by 200%, and the M2 Service Portal I rolled out cut support costs by 90%.

2011 — 2017

Co-founder & CMO

zenbox sp. z o.o.

Co-founder and CMO of one of Poland's first cloud hosting providers. I owned the brand, communication and growth for six years, until I left in 2017. More detail on the CASE-00 card above.

NOTE-03 · Principle

"Technology without communication is a cost. Communication without technology is a promise."

Education

MSc in Economics — Koszalin University of Technology

2003–2008 · Thesis: "Growth Strategies for Small and Medium Enterprises"

EDU-01

04 / Contact

Let's talk about your project

Strategy, audit, or implementation. Reach out through the form and I'll get back to you with specifics.

Contact form

Strategic advisory:AI · IT · marketing.