stay away from higgsfield ai. total predatory bs with their refunds.

edit/fyi: i originally posted this on their official sub, but they literally locked the thread and deleted my post right after leaving a braindead copy-paste support reply. they are actively silencing people who expose their shady billing practices instead of just apologizing. so i’m posting it here. first off, locking into a 1 year sub …

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Optimizing Recommendation Systems with JDK’s Vector API

By Harshad Sane Ranker is one of the largest and most complex services at Netflix. Among many things, it powers the personalized rows you see on the Netflix homepage, and runs at an enormous scale. When we looked at CPU profiles for this service, one feature kept standing out: video serendipity scoring — the logic that answers a …

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Building specialized AI without sacrificing intelligence: Nova Forge data mixing in action

Large language models (LLMs) perform well on general tasks but struggle with specialized work that requires understanding proprietary data, internal processes, and industry-specific terminology. Supervised fine-tuning (SFT) adapts LLMs to these organizational contexts. SFT can be implemented through two distinct methodologies: Parameter-Efficient Fine-Tuning (PEFT), which updates only a subset of model parameters, offering faster training …

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Designing private network connectivity for RAG-capable gen AI apps

The flexibility of Google Cloud allows enterprises to build secure and reliable architecture for their AI workloads. In this blog we will look at a reference architecture for private connectivity for retrieval-augmented generation (RAG)-capable generative AI applications. This architecture is for scenarios where communications of the overall system must use private IP addresses and must …

ChatGPT as a therapist? New study reveals serious ethical risks

As millions turn to ChatGPT and other AI chatbots for therapy-style advice, new research from Brown University raises a serious red flag: even when instructed to act like trained therapists, these systems routinely break core ethical standards of mental health care. In side-by-side evaluations with peer counselors and licensed psychologists, researchers uncovered 15 distinct ethical …

QR Code ControlNet

Why has no one created a QR Monster ControlNet for any of the newer models? I feel like this was the best ControlNet. Canny and depth are just not the same. submitted by /u/flasticpeet [link] [comments]