Volume 308 https://
proceedings.mlr.press/v308/ Proceedings of Neuro for AI & AI for Neuro Is now available on PMLR.
MACHINE LEARNING
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Proceedings of Neuro for AI & AI for Neuro now available on PMLR
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Counting tokens needed to build the Codex app
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have you guys counted how many tokens it took to make the Codex app? would be a useful rule of thumb
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BIGSET: A New Standard in AI Architecture, Beyond Simple Wrappers
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But before we dive in, I have to say: BIGSET goes far beyond a simple wrapper. The tech sets a new standard for AI architecture: → AI infers the schema automatically
→ Sub-agents work in parallel
→ Source tracking per row
→ Exports to CSV/XLSX and more! keep scrolling ↓ -

The true cost of AI: every query has its price
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For three years, AI was served to us as a free meal. That's over. Its real cost is not training it, but running it endlessly. Each query is a meter ticking. The token, the unit of consumption for models, becomes to AI what the barrel
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Perplexity’s New Agent Architecture: Python, Sandbox, and Efficiency Gains
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Perplexity stopped treating search as one API call. Its agents now write Python that fans out queries, filters results, and joins evidence in a sandbox. On a 200+ CVE task: 100% accuracy, 85.1% fewer tokens. The SDK is private. The pattern isn't, so lets use it with Hermes?
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Hallo-Live: Real-Time Joint Audio-Video Avatar Generation
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Hallo-Live: Real-Time Streaming Joint Audio-Video Avatar Generation with Asynchronous Dual-Stream and Human-Centric Preference Distillation Paper: https://
arxiv.org/abs/2604.23632
Code: https://
github.com/fudan-generati
ve-vision/Hallo-Live
… Our report: https://
mp.weixin.qq.com/s/LCgg_MzjSHqv
YxPIOIhZIw
… #PapersAccepted by Jiqizhixin -
Hallo-Live: streaming audio-video avatar generation from Fudan & Baidu
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What if your avatar could talk and move in real time?
— 机器之心 JIQIZHIXIN (@jiqizhixin) 3 juin 2026
Fudan & Baidu present Hallo-Live: streaming audio-video avatar generation.
Dual-stream diffusion + future-expanding attention syncs lips to upcoming speech.
Human-preference distillation preserves quality. 20 FPS, 0.94s… pic.twitter.com/0GHiOm5h2xWhat if your avatar could talk and move in real time? Fudan & Baidu present Hallo-Live: streaming audio-video avatar generation. Dual-stream diffusion + future-expanding attention syncs lips to upcoming speech. Human-preference distillation preserves quality. 20 FPS, 0.94s
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Vibe coding: It’s a real skill, and here are 6 reasons why.
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"Vibe coding isn't a real skill." Anyone who says this is telling on themselves. Hand the same agent to two people. One ships gold, one ships slop. The only variable is the person using it. That's the textbook definition of a skill. 6 arguments to change your mind:
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Struggling to choose among 1,800 AI developer tools
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I have 1,800 AI developer tools. Can't pick one: https://
x.com/scobleizer/lis
ts
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Best reward function for reasoning efficiency seen
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probably the best reward function for reasoning efficiency i've seen