Microsoft Research Blog

Technical approach for classifying human-AI interactions at scale 

July 23, 2025
Semantic Telemetry helps LLMs run efficiently, reliably, and in near real-time. Learn about the engineering behind that system, including the trade-offs and lessons learned along the way—from batching strategies to token optimization and orchestration.

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  1. The image features four white icons on a gradient background that transitions from blue on the left to green on the right. The first icon is a network or molecule structure with interconnected nodes. The second icon shows a stylized person in front of a computer screen. The third icon shows an organization tree with one main node and three nodes branching out side by side below it.

    Technical approach for classifying human-AI interactions at scale 

    July 23, 2025

    Semantic Telemetry helps LLMs run efficiently, reliably, and in near real-time. Learn about the engineering behind that system, including the trade-offs and lessons learned along the way—from batching strategies to token optimization and orchestration.

  2. CollabLLM blog hero | flowchart diagram starting in the upper left corner with an icon of two overlapping chat bubbles; arrow pointing right to an LLM network node icon; branching down to show three simulated users; right arrow to a "Reward" box

    CollabLLM: Teaching LLMs to collaborate with users 

    July 15, 2025

    Recipient of an ICML 2025 Outstanding Paper Award, CollabLLM improves how LLMs collaborate with users, including knowing when to ask questions and how to adapt tone and communication style to different situations. This approach helps move AI toward more user-centric and trustworthy systems.

  3. Research Focus: May 07, 2025

    Research Focus: Week of May 7, 2025 

    May 7, 2025

    In this issue: New research on compound AI systems and causal verification of the Confidential Consortium Framework; release of Phi-4-reasoning; enriching tabular data with semantic structure, and more.

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