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SHARC Engineering Blog

Technical deep-dives on semantic code search, embedding models, and building AI-native developer tools.

MTEB Benchmark: Why SHARC-Embed-Code-001 Outperforms Commercial Models
BenchmarksMTEBEmbeddings

MTEB Benchmark: Why SHARC-Embed-Code-001 Outperforms Commercial Models

A deep dive into the MTEB leaderboard showing how SHARC-Embed-Code-001 achieves #2 ranking, outperforming OpenAI, Cohere, and Voyage on code search benchmarks.

December 12, 2024 8 min read
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Reranking at Scale: Latency Budgets for Code Search
RerankingRetrieval

Reranking at Scale: Latency Budgets for Code Search

How to pick candidate counts, batching strategies, and caching so reranking stays fast.

January 5, 2025 6 min read
Designing MCP Tools for Reliable Code Navigation
MCPTooling

Designing MCP Tools for Reliable Code Navigation

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

February 2, 2025 7 min read