
Wix-owned vibe coding platform Base44 has started rolling out its own AI model — with hopes that it will eventually outperform frontier models.
Base44, a vibe coding platform acquired by Wix, has launched its own artificial intelligence model to help users create apps using natural language. The move reflects a broader trend among AI startups seeking defensibility by developing proprietary models rather than relying solely on external frontier models, as questions have intensified about whether businesses built on top of someone else's models can remain competitive long-term. Base44's custom model was trained on data generated from tens of millions of real user interactions on its platform, giving the company potential advantages in latency, cost, and efficiency compared to general-purpose frontier models. This development occurs as inference costs have become a significant concern for enterprise customers, driving demand for optimization and selection among different models to maintain performance while controlling expenses.

DiScoFormer is a transformer model that estimates both the density and score of a data distribution in a single forward pass without requiring retraining for new distributions. The density describes where data points cluster, while the score, the gradient of log-density, points toward more probable regions and is used in diffusion-based generative models, Bayesian sampling, and scientific simulations. Existing methods force a trade-off: classical kernel density estimation works on any distribution but loses accuracy in high dimensions, while neural score-matching models stay accurate in high dimensions but must be retrained for each new distribution. DiScoFormer significantly outperforms kernel density estimation, cutting score error by 6.5 times and density error by more than 37 times in 100 dimensions, while generalizing to distributions with shapes and complexities not seen during training.

OpenAI is releasing some sort of device related to its AI-powered coding tool, Codex, on July 15th. In a video posted to X on Monday, OpenAI shows a square-shaped device with several buttons, alongside the caption, "Your favorite Codex shortcuts are getting an upgrade." This isn't the mysterious AI-powered device OpenAI is working on with former Apple designer Jony Ive, however. As shown in the teaser, OpenAI is launching the device in partnership with Work Louder, a company th
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