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Humans optional: Proactive Code Agents #ai

2026-05-12 Science & Technology
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Beyond the Prompt: Quantizing AI into Proactive Operators. The evolution of AI as a strict mathematical phase transition. Proactive AI: Elevating Agent Skills to Macroscopic Operators. Quantizing AI into Executable Skills as Math Operators. All rights w/ Authors: "A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications" Yingli Zhou, Shu Wang, Yaodong Su, Wenchuan Du, Yixiang Fang Member, IEEE, Xuemin Lin Fellow, IEEE from The Chinese University of Hong Kong, Shenzhen Agentic Coding Needs Proactivity, Not Just Autonomy Nghi D. Q. Bui and Georgios Evangelopoulos from Google Labs #airesearch #futuretech #aiagents #aicoding

Top Comments (6)

@avinashsuresh5221 2026-05-12

Mapping skills S = (M,R,C) to programming elements: M = program statements eg. print, i+=1, etc. R = dependency libraries used by the code C = control flow statements

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@startwave9071 2026-05-12

Great work as always!

2 1 replies
@diga4696 2026-05-14

I've been developing such systems naturally for 2 years now!

0 1 replies
@nathanb1581 2026-05-18

This was a really well done Video, I learned very efficient and understood everything the way you explained it. The way you structured the slides and the video itself, I really enjoyed and could get some great understanding of things that are coming.

0 1 replies
@DinaElchanah 2026-05-12

Reading code will look like the screen on The Matrix.

0 1 replies
@AllToDevNull 2026-05-12

btw. hermes-agent goes into level 3 agent Nice, my project I'm building - something like a level 4 agent (framework) - I going into this direction. I would extend the answer set however to allow queuing with the subset of options. Queuing all low priority notification and questions that don't bring a pipeline forward can be put into a daily digest. Needed to get the basics right first since nobody has done it in a secure and sane way, but I.m getting there. One app is for example a personal AI wiki. Hermes agent + markdown oxid + niceUI + voxtral and a local qwopus model. It exports the knowledge-base via browser plugin and bookmark APIs and hermes interface etc. Everything are highly isolated containers with strict permission system and enforced api gateways.... hope to launch in a few months

0 2 replies

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