# Roy Miara

Director, ML Engineering

[LinkedIn](https://www.linkedin.com/in/roy-miara-73776a56/)

## Blog
### Jun 18, 2025
Build more knowledgeable AI applications with new LLMs and greater control in Pinecone Assistant

[Product](https://www.pinecone.io/blog/assistant-new-llms/)
### Apr 22, 2025
Add context to your agent with Pinecone Assistant MCP remote server

[Learn](https://www.pinecone.io/blog/assistant-MCP/)
### Feb 24, 2025
Pinpoint references faster with citation highlights in Pinecone Assistant

[Product](https://www.pinecone.io/learn/pinecone-assistant-citation-highlights/)
### Jun 25, 2024
Introducing Pinecone Assistant in Beta

[Engineering](https://www.pinecone.io/blog/pinecone-assistant/)
### Jun 25, 2024
Benchmarking AI Assistants

[Engineering](https://www.pinecone.io/blog/ai-assistant-quality/)
### Jan 16, 2024
RAG makes LLMs better and equal

[Learn](https://www.pinecone.io/blog/rag-study/)
### Nov 9, 2023
OpenAI Assistants API vs Canopy: A Quick Comparison

[Learn](https://www.pinecone.io/learn/assistants-api-canopy/)

## Start building knowledgeable AI today

Create your first index for free, then pay as you go when you're ready to scale.
