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GRPO Beyond English: A Large-Scale Study of GRPO in Non-English and Multilingual Settings

Reinforcement Learning with Verifiable Rewards (RLVR), often optimized with Group Relative Policy Optimization (GRPO), has become a central recipe for…

1 month ago

Amazon Bedrock AgentCore payments is now generally available: Enabling agents to transact safely and autonomously at scale

Agents have evolved from simple chat applications to autonomous, long-running systems that dynamically discover and compose dozens of tools per…

1 month ago

Building cost-effective, high-throughput gen AI workflows in Google Dataflow

Real-time streaming pipelines are the operational backbone of modern enterprises, continuously processing everything from customer support interactions to transaction logs.…

1 month ago

NVIDIA Nemotron 3.5 Lightning now available in Amazon SageMaker JumpStart

NVIDIA Nemotron 3.5 Lightning is designed for the fast, specialized model execution required by high-volume agentic workloads. With NVIDIA Nemotron…

1 month ago

When Unlearning Is Free: Leveraging Low Influence Points to Reduce Computational Costs

As concerns around data privacy in machine learning grow, the ability to unlearn, or remove, specific data points from trained…

2 months ago

Custom reward functions for multi-turn reinforcement learning with Amazon Nova Forge

In multi-turn reinforcement learning (RL), your custom reward function decides what the model actually learns. A subtly wrong reward can…

2 months ago

Using BigQuery Graphs with measures for trusted agentic workloads

When enterprises transition from using simple chat assistants to autonomous, agentic workloads, they quickly run into a hard truth: Agents…

2 months ago

Here is What I am Building In Public

Hi everyone,In my last post, and I know its been a while, I promised to share insights from the projects…

2 months ago

Part 2: Amazon Bedrock cost attribution with Amazon Athena and CUDOS

Part 1 introduced granular cost attribution for Amazon Bedrock. This feature automatically traces every inference request back to the IAM…

2 months ago

Accelerate cyber defense with OpenAI and AWS: Daybreak Red & Daybreak Blue now available to eligible customers on Amazon Bedrock

Cyber defenders have never had more capability at their fingertips, and they have never needed it more. Frontier models can…

2 months ago