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Package vs Service: Architecting Query Transformation for LLMs
Recently, my team had an interesting architectural debate. We are building a query transformation feature to help other teams build great LLM-based applications. Query transformation optimizes an initial user input for efficient information retrieval or further processing. For example, rewriting a query for clarification (who is "he"?), decomposing it into smaller pieces, or utilizing conversation history to re-examine the context. The core dilemma we faced was whether to imp
Yaniv Ohayon
Aug 211 min read


Abra-Cadabra: How I Fooled Gandalf the AI and Beat Lakera’s LLM Challenge
Lakera has released a fun and interactive game that highlights the security vulnerabilities of large language models (LLMs). In this...
Yaniv Ohayon
Aug 14, 20253 min read
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