Pattern Recognition
18 min read
The Bremen Lion case study demonstrates how graph-based performance tracking revolutionizes fake news detection.
Instead of asking sources to tag themselves as "fake" (normative approach), we track communication patterns
over time—consistency, frequency, and behavioral anomalies. Same philosophy as Grade Compass (education)
and Beacon PKL (knowledge): accept reality, track patterns, not truth claims. 80% cost reduction proven.
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Systems Thinking
15 min read
The knowledge graph methodology that models invisible forces in motor systems applies—with structural isomorphism—to human conflicts.
A constructivist framework (Watzlawick, Lewin, von Foerster) that treats conflicts as measurable force fields,
scaling from couples therapy to geopolitical tensions. Same graph ontology, different content.
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Data Engineering
8 min read
Exploring the principles of craftsmanship in data engineering, focusing on API-first design,
metadata management, and building robust data pipelines that stand the test of time.
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Data Engineering
12 min read
Declarative dependency management for complex data pipelines using YAML configuration and Pub/Sub messaging.
Learn how to implement layered orchestration with event-driven triggering instead of traditional polling.
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Software Architecture
6 min read
How adopting an API-first mindset transforms data engineering projects, enabling better
collaboration, clearer contracts, and more maintainable systems.
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Technical
10 min read
A deep dive into converting knowledge graphs into AI agents using the Model Context Protocol (MCP),
enabling intelligent navigation and interaction with complex data structures.
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Technical
7 min read
Building modern data platforms with Google Cloud Platform's native services, focusing on
serverless architectures, BigQuery, and Cloud Functions.
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Software Architecture
5 min read
Applying ITIL service management principles to data engineering operations, ensuring reliable
and maintainable data infrastructure.
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Education
12 min read
A comprehensive overview of the German education system, from primary school through
university, and how it shapes professional development.
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Philosophy
7 min read
Exploring Woodrow Wilson's "peace without victory" philosophy and McNamara's warnings about learning from history, through the lens of modern geopolitical conflicts.
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Philosophy
3 min read
For all those who seek ever lasting happiness, consider this: A reflection on perfection,
practice, and the pursuit of excellence through the lens of swimming.
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