#research
3 posts filed under “research”
I Tested 5 Embedding Models on 10K Developer Questions
Empirical comparison of OpenAI, Cohere, BGE, E5, and Instructor embeddings on real developer documentation queries with cost, latency, and accuracy analysis.
How RAG Actually Works: Architecture Patterns That Scale
Deep dive into RAG architectures: chunking strategies, retrieval methods, embedding optimization, and production patterns with research-backed analysis.
Prompt Engineering Science: I Tested Temperature and Top-P on 1000 Queries
Systematic experiments on temperature and top-p sampling parameters across 1000 real queries with empirical data on creativity, coherence, and determinism trade-offs.