Oct 20, 2026 · Artificial Intelligence

5 RAG Optimization Techniques That Actually Work in Production

The article details five practical engineering techniques to boost RAG accuracy in production: semantic chunking with metadata injection, hybrid vector/keyword search, cross-encoder reranking, query rewriting for conversational context, and dynamic evaluation to prevent hallucinations.

Dynamic EvaluationHybrid SearchQuery Rewriting

0 likes · 10 min read

5 RAG Optimization Techniques That Actually Work in Production

Machine Heart

Mar 30, 2026 · Artificial Intelligence

Echo: A Small Step for Predictive AI, a Giant Leap Toward General Intelligence

The Echo system from UniPat AI introduces a fully integrated predictive‑intelligence infrastructure—including a dynamic evaluation engine, a Train‑on‑Future training paradigm, and the EchoZ‑1.0 model—that outperforms leading LLMs and human traders on a comprehensive AI Prediction Leaderboard, while offering transparent, reproducible benchmarks.

Dynamic EvaluationElo rankingPredictive AI

0 likes · 14 min read

Echo: A Small Step for Predictive AI, a Giant Leap Toward General Intelligence