Wyzer Logo

Blog & Insights

Discover expert perspectives on expertise, knowledge management, technology and professional growth

Business

From Why to Wyzer: Turning Human Experience into Accessible Expertise

Wyzer was created to make human expertise accessible, trustworthy, and attributable. By connecting experienced professionals with those who need their insights, it preserves context, reduces risk, and ensures knowledge is both discoverable and valued.

November 20, 2025 10 min read
By Peter Virk, Patrick Bartsch

How Wyzer Makes 7 Income Streams Obsolete: Knowledge Monetization Without the Burnout | Wyzer

The creator economy is broken. The traditional 7-income-stream model demands constant creation, platform management, and burnout. Learn why Wyzer's expertise-based approach replaces platform juggling with passive knowledge monetization.

November 7, 2025 12 min read
By Peter Virk, Patrick Bartsch

Technology

Data Format Selection for Multi-Agent LLM Systems: An Empirical Analysis of Token Efficiency

We evaluated TOON as a candidate format for our agent messaging protocol and compared it with JSON, YAML, and CSV across datasets with varying structure. The results showed clear patterns. TOON delivered meaningful token savings on simple and moderately nested data but failed on deeply nested hierarchies. CSV was slightly more efficient than TOON on flat tables, although its flattening step introduced ambiguity when structure mattered. JSON remained the only dependable choice for deep nesting. The broader conclusion was straightforward. No format performs well across every structure. Real gains come from matching the data to the format rather than expecting a single representation to handle every use case.

November 16, 2025 15 min read
By Patrick Bartsch