QL-01INPUT
The Prompt Decalogue
Universal rules for talking to LLMs that strip out ambiguity at the input stage.
Tomasz Fiedoruk · Strategic Advisor/ available for projectsI deploy AI
that doesn't lie.
I advise on, design, and oversee AI deployments for companies and local governments — with a hard focus on quality, safety, and eliminating hallucinations. Decisions, architecture, communication — and accountability for the result.
StrategyAI Quality LoopProduction
A1
0
production systems
A2
0M+
tokens / month
A3
−0%
hallucination reduction
A4
0 years
working professionally — since 2003
01 / Methodology
AI Quality Loop™
Deploying AI isn't prompt engineering — it's architecture that prevents errors. Most models work fine in a proof of concept, then fall apart in production. My kernel changes that. Full demonstration of the method: the experiment "One Question, Split Across 91 Minds" (in Polish).
QL-02ORCHESTRATION
Multi-AI Orchestration
An architecture in which independent models — Gemini, GPT, Claude — 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 the data.
NDA Archive · 2003 – 2026
NDA-47
47
projects under NDA
2003
23 years
2026
02 / Projects
Production systems
CASE-01 · Multi-Layer AI Orchestration
Kiara QC
A 3-in-1 device designed by AI. Modular ("Lego-style") measurement units, enclosure, and architecture, generated iteratively by LLMs. Hardware cost cut from €10,000 to €20.
Architecture
ESP32-S3 + FreeRTOS
ADC
40,000 SPS
Pulse
0.2 ms
Tech
C++ / ESP-IDF
CASE-02 · Enterprise & Automation
M2 CRM
A dedicated B2B service portal for electronics manufacturers. RMA automation, duplicate detection (fraud prevention), and real-time SLA tracking. Zero manual paperwork.
Codebase
25,000+ LOC
Stack
React + Supabase
Database
PostgreSQL + RLS
Uptime
99.99% SLA
CASE-03 · Public Utility & Reliability
Kiedy-Śmieci.pl
An enterprise-grade system for Polish municipalities. 100% offline PWA, full WCAG 2.1 AA compliance, 4 languages (PL/EN/DE/UA). Deliberately framework-free — runs on aging municipal servers, easy to audit.
Residents covered
9,000+
Lighthouse
100 / 100
Stack
Vanilla PHP + JS
Compliance
WCAG 2.1 AA
CASE-04 · 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-first, an open API built for AI agents (llms.txt, RFC 9727).
Organic traffic
350+ visits / day
Languages
8
Data stations
6
Stack
PHP 8.3 + MariaDB
LAB-01WELLNESS · RESEARCH
aimy.bio
A free biorhythm app based on Dr. Sikora's method — 8 languages, 288 articles, zero accounts. I'm running an open study of the method: a blinded N-of-1 journal (Pearson correlations, effect size) plus an anonymous opt-in aggregate. I'm checking honestly whether the method works — instead of just selling it.
LAB-02OPEN SOURCE · NPM
aimy-bio-open-biorhythms
The biorhythm engine as a public npm package, v2.0 (MIT): 952 golden tests, validated digit by digit against the original 1983 method. Code anyone can check — that's what "AI that doesn't lie" looks like in practice.
LAB-03ANALYTICS
skad.click
Self-hosted, cookie-free analytics (Plausible CE) for ~20 domains. Visitor privacy plus full data ownership.
Full B2B pricing
Engagement models, pricing, and retainer (fractional CTO).
View →03 / Experience
The Road
2024
AI Strategic Advisor
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 Systems Architect
Independent practice (B2B)
Designing and deploying enterprise-grade AI systems. Focus: multi-model orchestration, hallucination elimination (AI Quality Loop), token cost optimization.
2016 — 2025
Digital Transformation Lead
MIM-2 (Magnet Medic)
Full digital transformation of a manufacturing company. 200% growth in online reach. Rolled out the M2 Service Portal (90% cut in support costs).
2011 — 2017
Co-founder & CMO
zenbox sp. z o.o.
Co-founded and scaled one of Poland's first cloud hosting providers (top 5 nationally). Grew the customer base from zero to 15,000+ B2B companies.
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"
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