Anthropic Claude Haiku 4.5

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   Orca Security launches Discovery AI natural-language query agent on Amazon Bedrock

   Orca Security worked with AWS to build Discovery AI, which turns natural-language questions into Sonar queries over its security data graph of more than 900 cloud resource models. The system runs a nine-stage pipeline on Amazon Bedrock combining retrieval-augmented generation with schema-aware query construction: Amazon Titan embeddings recall 20 validated examples, Cohere Rerank 3.5 narrows them to five, Anthropic Claude Haiku 4.5 handles model selection and query generation, and Amazon Nova 2 Lite handles guardrails and validation, with generated filters checked statically and against Orca's Sonar API before retries. Orca says that versus an initial baseline that loaded all 900-plus model schemas into one prompt at roughly 2 million input tokens and about 60 seconds end to end, query cost fell 90 percent, input tokens 93 percent and latency 75 percent, while the system now handles thousands of queries per day at about 15 seconds.

   AWS Machine Learning Blog · 🔥 0

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