Articles
General
White Papers
Small RAG Beats Large Search
Domain-specific RAG with Gemini 3 Flash beats Pro with web search grounding. This paper demonstrates how specialized corpus quality outperforms generic search grounding.
RAG as a Capability Multiplier
How retrieval-augmented generation acts as a force multiplier for research tasks, allowing smaller models to outperform larger ones on quality dimensions.
The Dose-Response Curve of RAG
An empirical investigation into retrieval volume vs response quality. Discover the point of diminishing returns in RAG systems.
All Articles
The 2028 Intelligence Explosion: BYOAI and the Return of the Human Production Unit (2028)
By Dominik Gorecki
A macro memo on the resolution of the Global Intelligence Crisis through the shift to “Bring Your Own AI”—where individuals own their compounding cognitive assets rather than firms centralizing cognition.
Domain-Specific RAG with Gemini 3 Flash Beats PRO with Web Search Grounding
By Dominik Gorecki
This white paper shows that Gemini 3 Flash using a domain-specific academic RAG corpus still beats Gemini 3 Pro grounded with web search, with statistically significant gains in overall score plus 4/5 judged dimensions.
Retrieval-Augmented Generation as a Capability Multiplier for Research Tasks (2026)
By Dominik Gorecki
Two controlled experiments show that using RAG significantly improves research outputs on overall_score plus 4 of 5 quality dimensions.
The Dose-Response Curve of RAG: More Context Yields Diminishing Returns (2025)
By Domink Gorecki
An empirical investigation into the relationship between retrieval volume and response quality in RAG systems.