
MTEB Benchmark: Why Sharc-Embed Outperforms Commercial Models
A deep dive into the MTEB leaderboard showing how Sharc-Embed achieves #1 ranking, outperforming OpenAI, Cohere, and Voyage on code search benchmarks.
Read moreTechnical deep-dives on semantic code search, embedding models, and building AI-native developer tools.

A deep dive into the MTEB leaderboard showing how Sharc-Embed achieves #1 ranking, outperforming OpenAI, Cohere, and Voyage on code search benchmarks.
Read more
How to pick candidate counts, batching strategies, and caching so reranking stays fast.

Patterns for structured outputs, chunking, and guardrails that prevent tool drift.