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product#agent🏛️ OfficialAnalyzed: Jan 15, 2026 07:00

Building Conversational AI with OpenAI's Realtime API and Function Calling

Published:Jan 14, 2026 15:57
1 min read
Zenn OpenAI

Analysis

This article outlines a practical implementation of OpenAI's Realtime API for integrating voice input and function calling. The focus on a minimal setup leveraging FastAPI suggests an approachable entry point for developers interested in building conversational AI agents that interact with external tools.

Key Takeaways

Reference

“This article summarizes the steps to create a minimal AI that not only converses through voice but also utilizes tools to perform tasks.”

PermalinkZenn OpenAI
Research#federated learning🔬 ResearchAnalyzed: Jan 4, 2026 09:34

SpectralKrum: A Spectral-Geometric Defense Against Byzantine Attacks in Federated Learning

Published:Dec 12, 2025 18:12
1 min read
ArXiv

Analysis

The article introduces SpectralKrum, a novel defense mechanism against Byzantine attacks in federated learning. The approach leverages spectral-geometric properties to mitigate the impact of malicious participants. The use of spectral methods suggests a focus on identifying and filtering out adversarial updates based on their spectral characteristics. The geometric aspect likely involves analyzing the spatial relationships of the updates in the model parameter space. This research area is crucial for the robustness and reliability of federated learning systems, especially in environments where data sources are untrusted.

Key Takeaways

    Reference

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    PermalinkArXiv
    AI News#ChatGPT Performance📝 BlogAnalyzed: Dec 29, 2025 07:34

    Is ChatGPT Getting Worse? Analysis of Performance Decline with James Zou

    Published:Sep 4, 2023 16:00
    1 min read
    Practical AI

    Analysis

    This article summarizes a podcast episode featuring James Zou, an assistant professor at Stanford University, discussing the potential decline in performance of ChatGPT. The conversation focuses on comparing the behavior of GPT-3.5 and GPT-4 between March and June 2023, highlighting inconsistencies in generative AI models. Zou also touches upon the potential of surgical AI editing, similar to CRISPR, for improving LLMs and the importance of monitoring tools. Furthermore, the episode covers Zou's research on pathology image analysis using Twitter data, addressing challenges in medical dataset acquisition and model development.
    Reference

    “The article doesn't contain a direct quote, but rather summarizes the discussion.”

    PermalinkPractical AI