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Deep Learning Weekly: Issue 443

Optimizing AI IDEs at Scale, What do “economic value” benchmarks tell us, a paper on MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents, and many more!

Research Blog

Media Authenticity Methods in Practice: Capabilities, Limitations, and Directions

As synthetic media grows, verifying what’s real, and the origin of content, matters more than ever. Our latest report explores media integrity and authentication methods, their limits, and practical paths toward trustworthy provenance across images, audio, and video.

The post Media Authenticity Methods in Practice: Capabilities, Limitations, and Directions appeared first on Microsoft Research.

AAAI, AAAI2026, articles

Relational neurosymbolic Markov models

Image generated using Gemini 3 Nano Banana Pro. Telling agents what to do Our most powerful artificial agents cannot be told exactly what to do, especially in complex planning environments. They almost exclusively rely on neural networks to perform their tasks, but neural networks cannot easily be told to obey certain rules or adhere to […]

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Building a Simple MCP Server in Python

Have you ever tried connecting a language model to your own data or tools? If so, you know it often means writing custom integrations, managing API schemas, and wrestling with authentication.

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Marek’s Dev Diary: February 19, 2026

Every Thursday, I will share a dev diary about what we’ve been working on over the past few weeks. I’ll focus on the interesting challenges and solutions that I encountered. I won’t be able to cover everything, but I’ll share what caught my interest. I want to bring our community along on this journey, and I simply…

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