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5 production challenges in multi-agent systems and how Deep Insight solved them (opens in a new tab)

Many teams build a multi-agent AI prototype in days but hit a wall in production. This post defines five production challenges (orchestration, per-agent model selection, reliable operation, secure code execution, and monitoring) and shows how Deep Insight, an open source multi-a…

Read at AWS Machine Learning (opens in a new tab)
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Published

Adaptive agentic intelligence framework using Strands Agents (opens in a new tab)

The Adaptive Agentic Intelligence Framework (AAIF), built with Strands Agents, handles routine tasks locally with small language models and routes complex requests to cloud models through Amazon Bedrock. This post walks through building AAIF with local SLMs through Ollama and Am…

Read at AWS Machine Learning (opens in a new tab)
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Published

ZenteiQ scales batch inference 4x with GKE Inference Gateway powered by llm-d (opens in a new tab)

Today we hear from ZenteiQ, an artificial intelligence startup spun out of the Indian Institute of Science (IISc) and selected under the IndiaAI Mission to build sovereign scientific foundation models from the ground up. To pre-train models that understand physical laws, governi…

Read at Google Cloud (official) (opens in a new tab)
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Published

BigQuery ObjectRef now GA: Build multimodal data platforms for conversational analytics entirely in SQL (opens in a new tab)

For data science, data engineering, and machine learning teams, unlocking the value of unstructured data, such as images, videos, audio, and documents, has historically meant managing siloed data pipelines for structured and unstructured data, and for analytics and AI/ML use cas…

Read at Google Cloud (official) (opens in a new tab)
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Published

Google Cloud expands model choice and flexibility, bringing OpenAI models to customers (opens in a new tab)

Google Cloud has always been defined by choice, enterprise-grade governance, and market-leading price-performance. Key to the foundation of openness and choice is giving customers flexibility to run agentic workloads across their choice of models and infrastructure to achieve th…

Read at Google Cloud (official) (opens in a new tab)
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