Work

Seventeen builds, newest and most substantial first. Every one opens a prototype you can operate. Every figure, name and record inside those prototypes is invented.

1. 01ICP Engine & Data EnrichmentOn-demand ideal-customer-profile engine built directly on live CRM data, enriched with verified online-identity and ad-behavior signals.In productionEmployer
2. 02Lead Generation CrawlerAgentic crawler that turns a filtered ICP into scored, source-attributed leads written back into the CRM.In productionEmployer
3. 03Agentic FleetA fleet of domain-specialised AI agents over Microsoft 365. The company's first internal AI architecture, built with an evaluation method designed to prove whether it works.PrototypeEmployer
4. 04Logistics Operations PlatformFull order-management system for a German logistics company, in daily production use.In productionClient work
5. 05Computational Belief ModelingThesis (1.0, Musslick Lab): regularized belief networks across six survey contexts, encoded in a Neo4j knowledge graph, explorable live.In productionB.Sc. thesis
6. 06AdWatch: Ad Intelligence & Identity VerificationMonitors competitor advertising and verifies company online identities; its behavioral signals feed the ICP engine's enrichment layer.In productionEmployer
7. 07Retail Inventory & Tracking PlatformInventory management and tracking system built for a retailer, covering stock movements and reporting.In productionClient work
8. 08PredOpt Internal Operations SuiteThe internal tooling our consultancy runs on: agent-driven workflows across CRM, operations, and marketing. Built for our own use: two founders, agents as the leverage.In productionOwn venture
9. 09PredOpt PlatformClient-facing platform for the consultancy, built around an interactive operations-diagnostic tool, on a hub-and-spoke content architecture.In productionOwn venture
10. 10Content Automation PipelineBlog and newsletter pipeline driven by Telegram prompts: research, drafting, scheduling, and publishing run as one automated flow.In productionOwn venture
11. 11Hybrid Vehicle Classification with Synthetic DataAugmented a low-data vehicle classifier with Stable Diffusion synthetic images; the hybrid model reached 88.3% accuracy, beating both real-only and synthetic-only baselines. With Wilfred Okajevo.PrototypeResearch
12. 12Web Search EngineDomain-restricted crawler with TF-IDF ranking, stemming, and fuzzy matching.In productionUniversity
13. 13Distributed Forum PlatformHub-and-channel forum architecture with dynamically registered channel servers. With Ewa Godlewska & Franka Böckmann.PrototypeUniversity
14. 14CNN Interpretability with LIMEModel-agnostic feature-attribution pipeline across training checkpoints. With Marlon Dammann.PrototypeResearch
15. 15Feedforward Networks on CIFAR-10FFNN implementation with per-class evaluation and weight-distribution analysis. With Zuzanna Bojarska.PrototypeUniversity
16. 16Reversal Bandit ModelingRescorla-Wagner vs. Bayesian belief updating fit to human behavior; model comparison via BIC.PrototypeResearch
17. 17Morefficiency WebsiteCompany site for the LLC's consulting phase.ArchivedOwn venture