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**Is your feature request related to a problem? Please describe.** When building multi-step flows in PromptFlow (LLM → Python → LLM → Python), I found it challenging to: - propagate...

Hi team, While experimenting with Bedrock Agents, I noticed that the current Agent Planner can produce different execution sequences for the same input, which is expected with LLM-driven reasoning. But...

# [Feature Request] Bedrock Agents: Introduce Optional "Compiled Graph" Mode for Deterministic, Audit-Compliant Flow Execution ### Is your feature request related to a problem? (Problem Statement) The current design of...

### Do you need to file an issue? - [x] I have searched the existing issues and this feature is not already filed. - [ ] My model is hosted...

Does JAX need a deterministic reasoning kernel for emerging LLM-based decision systems?

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Hi JAX team, I’d like to raise a conceptual question that comes from a recent systems-behavior experiment, and I believe it may have architectural implications for JAX and the emerging...

### Background Multi-modal agents built on Vertex AI (and other platforms) commonly exhibit a number of reliability and reproducibility issues, such as: - Identity drift across generations (same subject →...

**Is your feature request related to a problem?** When experimenting with Vertex AI Agent Builder + Gemini models, I found it difficult to achieve: - trace_id propagation across agent /...