Yann LeCun’s New LeWorldModel (LeWM) Analysis Targets JEPA Collapse in Pixel-Based mostly Predictive World Modeling

Yann LeCun’s New LeWorldModel (LeWM) Analysis Targets JEPA Collapse in Pixel-Based mostly Predictive World Modeling

World Fashions (WMs) are a central framework for growing brokers that purpose and plan in a compact latent area. Nevertheless, coaching these fashions straight from pixel information usually results in ‘illustration collapse,’ the place the mannequin produces redundant embeddings to trivially fulfill prediction goals. Present approaches try to stop this by counting on complicated heuristics:…

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Delve halts demos, Perception Companions scrubs funding submit amid ‘pretend compliance’ allegations

Delve halts demos, Perception Companions scrubs funding submit amid ‘pretend compliance’ allegations

Delve, a Y Combinator-backed compliance startup accused of fabricating certifications for its clients, has disabled the “e book a demo” function on its web site. The controversy, detailed final week in a Substack submit by an nameless whistleblower referred to as “DeepDelver,” has apparently led Perception Companions to wash an article explaining its $32 million…

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Luma Labs Launches Uni-1: The Autoregressive Transformer Mannequin that Causes by Intentions Earlier than Producing Pictures

Luma Labs Launches Uni-1: The Autoregressive Transformer Mannequin that Causes by Intentions Earlier than Producing Pictures

Within the area of generative AI media, the trade is transitioning from purely probabilistic pixel synthesis towards fashions able to structural reasoning. Luma Labs has simply launched Uni-1, a foundational picture mannequin designed to deal with the ‘intent hole” inherent in customary diffusion pipelines. By implementing a reasoning part previous…

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Regardless of bitter rivalry, Kalshi, Polymarket CEOs again M predictions markets VC fund

Regardless of bitter rivalry, Kalshi, Polymarket CEOs again $35M predictions markets VC fund

Few rivalries within the startup ecosystem are as intense (and infrequently bitter) because the race between Polymarket and Kalshi for dominance within the quickly rising prediction market enviornment. Regardless of their fierce competitors, the CEOs of each firms are investing in 5(c) Capital, a brand new prediction market-focused VC agency launched by former Kalshi workers,…

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Meta AI’s New Hyperagents Don’t Simply Resolve Duties—They Rewrite the Guidelines of How They Study

Meta AI’s New Hyperagents Don’t Simply Resolve Duties—They Rewrite the Guidelines of How They Study

The dream of recursive self-improvement in AI—the place a system doesn’t simply get higher at a job, however will get higher at studying—has lengthy been the ‘holy grail’ of the sector. Whereas theoretical fashions just like the Gödel Machine have existed for many years, they remained largely impractical in real-world settings. That modified with the…

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