Bug Bash Road Show - Hammad Bashir - Reliability for LLM Applications, A systems engineer lens скачать в хорошем качестве

Bug Bash Road Show - Hammad Bashir - Reliability for LLM Applications, A systems engineer lens

This talk was given at the Bug Bash Road Show SF. https://luma.com/antithesis-sf In this talk, Hammad Bashir, CTO of Chroma, walks through different application topologies for LLMs (single calls, workflows, agentic systems) and discusses how property-based testing, simulation, differential testing, and formal methods can help developers build dependable AI applications. He shares practical analogies, examples, and open questions, highlighting the need for invariants, semantic checks, shrinking, and verification in real-world LLM systems. — Chroma is the open-source AI application database. Batteries included. Embeddings, vector search, document storage, full-text search, metadata filtering, and multi-modal. All in one place. Retrieval that just works. As it should be. Try it today: https://trychroma.com/cloud