Interesting Projects & Blog

Below is a curated selection of personal non-client projects, experiments, and engineering insights. Client contacts and commercial references are kept strictly confidential under NDA.

AI & Workflow Automation

AI Agents Shouldn’t Solve Everything: The Power of Guided Automation

Ing. Petr Hamtil AI Agents, Business Automation, System Architecture

Core Engineering Philosophy

AI agents are not autonomous magic meant to replace an entire company. They are specialized, high-precision tools that deliver the greatest ROI when integrated into deterministic, well-bounded software workflows.

Standalone LLM chat interfaces fall short in enterprise production: they lack deterministic guardrails, risk hallucinations, and cannot reliably update mission-critical databases without supervision.

Real business value comes from uniting hardened software architecture with the cognitive capabilities of AI:

01

100% Control & Determinism

Data flow, security rules, and database writes remain in the domain of solid code. AI steps in only to process unstructured text, and its outputs are strictly validated via typed schemas.

02

Eliminating Manual Busywork

Inbound inquiries, invoice reconciliation, CRM queries, and report preparation. Properly scoped agents handle these tasks in seconds, running 24/7 in the background.

03

Human-in-the-Loop

The agent does 95% of the groundwork: analyzes inquiries, queries history, and prepares drafts. A human operator reviews and approves with a single click.

04

Direct System Integration

No need to discard your existing CRM, ERP, or e-shop. Modern automations connect directly over secure API endpoints and webhook triggers.

Discuss Automation Opportunities for Your Team

Interactive Application · App Store

My Learning Style: Evaluation Matrix Designed with AI

Ing. Petr Hamtil AI-designed Matrix, Client-side JS, Educational Tools
My Learning Style - app preview

About the Application

As part of my experiments in the App Store section, I built My Learning Style (Můj styl učení). It is an engaging quiz designed for children and students to discover their primary sensory learning preferences – whether they are predominantly Visual, Auditory, or Kinesthetic.

Users answer situational lifestyle questions and instantly receive a visual score chart accompanied by actionable, encouraging study advice.

Technical Architecture: Client-Side Reliability

Rather than introducing fragile external API calls, latency, and client-side credential exposure, the app utilizes an AI-designed evaluation matrix:

  • AI-Engineered Matrix: AI was used during the design phase to synthesize pediatric psychology insights into a structured evaluation matrix with child-tailored feedback and practical tips.
  • 100% Client-Side Execution: Zero server costs, zero external API keys in client JavaScript, and instantaneous offline-capable evaluation.
  • Smooth UX: Includes a subtle 1.5-second processing simulation to give children an authentic feeling of analytical evaluation before presenting the results.
  • Lightweight Stack: Modern ES Modules, Tailwind CSS, and Lucide icons.

Try the Application in Your Browser

Free to explore and run directly.

Launch My Learning Style
Open Data & Pixel Art

Isometric Municipality Maps: Dětřichov, Heřmanice & Mníšek-Fojtka

Ing. Petr Hamtil Geodata, DeepZoom, Retro Gaming, Open-source
Isometric Liberec - izomapa.fun

Project Background: Isometric Liberec (izomapa.fun)

The Isometric Liberec (izomapa.fun) project was created by my former colleague and friend Adam Klatovský. The project takes real open geographic data (from Overture Maps, OpenStreetMap, and digital elevation models from ČÚZK) and algorithmically converts them into a rich isometric pixel-art map reminiscent of classic SimCity 2000. It features full seasonal transitions, dynamic day and night cycles, and smooth deep-zoom navigation.

The technical concept caught my attention, so I joined the project and contributed a series of pull requests. I began advising on architecture to ensure long-term sustainability. A key contribution was helping optimize the map builder and pipeline architecture, allowing multiple enthusiasts to collaborate on spatial datasets concurrently without suffering "merge hell" and making it easy to support each other when integrating new territories.

The complete codebase is open-source on GitHub: github.com/adamklatovsky/izomapa.


Expanding to Regional Towns: Dětřichov, Heřmanice and Mníšek-Fojtka

Leveraging the project and the improved builder pipeline, I processed the spatial datasets and generated interactive isometric maps for three regional communities: Dětřichov, Heřmanice, and Mníšek a Fojtka.

All three maps are published on their own subdomains and can be explored in any browser:

Live Project Isometric Dětřichov

Isometric Dětřichov

Detailed pixel-art map of Dětřichov – historical architecture, Church of St. Anne, industrial areas, and the surrounding rolling hills.

Launch Map
Live Project Isometric Heřmanice

Isometric Heřmanice

The border village of Heřmanice rendered with full terrain elevation profiles, waterways, and autumnal forest palettes.

Launch Map
Live Project Isometric Mníšek and Fojtka

Mníšek & Fojtka

Foothills of the Jizera Mountains – Mníšek and Fojtka featuring the scenic Fojtka reservoir, deep pine forests, and rugged terrain.

Launch Map

Under the Hood: Technical Architecture

  • Geodata Processing: Extracting raw building footprints, road vectors, and waterways from Overture Maps and OpenStreetMap, merged with high-resolution digital relief models.
  • Isometric Projection: Dimetric/isometric 2:1 angle without vanishing points – lines remain parallel, preserving true scale across the entire canvas.
  • DeepZoom Pyramids with WebP: Rendering huge tens-of-thousands-pixel maps sliced into hierarchical WebP tile pyramids for instantaneous browser loading.
  • OpenSeadragon Renderer: Interactive multi-layer viewport with smooth seasonal transitions and procedural detailing (procedural tree placement, lighting, and ambient shadows).

Huge thanks to Adam Klatovský for creating such an imaginative project and making it open to the community.

More insights regarding software architecture, AI agent integrations, and engineering practices will be posted here soon.

Interested in Building Something Great?

Feel free to reach out for consultations, software architecture, or AI automations.
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