After 2 years researching AI-generated misinformation (4 papers at WWW '26), I'm expanding into agentic AI.
Same core question, harder version: how do we maintain trust when AI acts autonomously? When an agent sends emails or books meetings on your behalf, how do you verify it did what you intended?
Open questions: verification at action time, trust calibration, safe agent-tool interface design.
https://alexloth.com/from-misinformation-to-agentic-ai-research-direction-2/

After two years researching how AI generates misinformation, I am expanding into agentic AI systems. The trust questions are similar but harder: when agents act autonomously, how do we verify intent, calibrate trust, and maintain oversight?
Python Trending (@pythontrending)
Matrix-Game 3.0์ด ๊ณต๊ฐ๋์์ต๋๋ค. ์ค์๊ฐ ์คํธ๋ฆฌ๋ฐ ๋ฐฉ์์ ์ธํฐ๋ํฐ๋ธ ์๋ ๋ชจ๋ธ๋ก, ์ฅ๊ธฐ ๊ธฐ์ต(long-horizon memory)์ ์ง์ํ๋ ๊ฒ์ด ํต์ฌ์ ๋๋ค. AI ์๋ฎฌ๋ ์ด์ ๊ณผ ์๋ ๋ชจ๋ธ ์ฐ๊ตฌ์์ ์ฃผ๋ชฉํ ๋งํ ์ ๊ธฐ์ ์ ๋๋ค.
https://x.com/pythontrending/status/2038938236764946537
#worldmodel #matrixgame #airesearch #longtermmemory #interactiveai
khazzz1c (@Imkhazzz1c)
Transformer Circuits์์ attribution graphs ๋ฐฉ๋ฒ๋ก ์ ๊ณต๊ฐํ๋ฉฐ, ๋ชจ๋ธ ๋ด๋ถ ํด์๊ณผ ์์ธ ์ถ์ ์ ์ํ ์ ๋ถ์ ๊ธฐ๋ฒ์ ์๊ฐํ๋ค. AI ๋ชจ๋ธ์ ๋์์ ๋ ์ ๋ฐํ๊ฒ ์ดํดํ๋ ค๋ ์ฐ๊ตฌ์์ ๊ฐ๋ฐ์์๊ฒ ์ ์ฉํ ๊ธฐ์ ์ ์๋ฃ๋ค.
https://x.com/Imkhazzz1c/status/2038881239923564763
#mechanisticinterpretability #transformer #airesearch #attributiongraphs
https://winbuzzer.com/2026/03/31/meta-hyperagents-self-improving-ai-cross-domain-transfer-xcxwbn/
AI Agents: Meta's DGM-Hyperagents Speed Up Self-Improvement with Additional Optimization Layer
#AI #Meta #MetaAI #AIAgents #AIResearch #AgenticAI #SelfImprovement #DeepLearning #MetaSuperintelligenceLabs #Hyperagents

Mantis takes disparate sources of data to make synthetic datasets that can be used to build so-called "digital twins" of the human body, representing anatomy, physiology and behavior.