Alternatives
Products that do what Expectation-Validation Model does
Emotion = Expectation vs. Reality — find clarity
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Hi all! This morning, we released a new Apache 2.0 licensed model on HuggingFace for detecting hallucinations in retrieval augmented generation (RAG) systems. What we've found is that even when given a "simple" instruction like "summarize the following news article," every LLM that's available hallucinates to some extent, making up details that never existed in the source article -- and some of them quite a bit. As a RAG provider and proponents of ethical AI, we want to see LLMs get better at this. We've published an open source model, a blog more thoroughly describing our methodology (and…
2023 · vectara.com
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Hi HN. I'm Ken, a 20-year-old Stanford CS student. I built Sup AI. I started working on this because no single AI model is right all the time, but their errors don’t strongly correlate. In other words, models often make unique mistakes relative to other models. So I run multiple models in parallel and synthesize the outputs by weighting segments based on confidence. Low entropy in the output token probability distributions correlates with accuracy. High entropy is often where hallucinations begin. My dad Scott (AI Research Scientist at TRI) is my research partner on this. He sends me papers…
Mar 2026 · sup.ai
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Track how AI models feel in everyday use through public community feedback, 7-day experience scores and trends. This is not a capability benchmark.
23d ago · isaidumber.today
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Keep a mood diary and receive unique AI artifacts.
Jan 2026 · aura.anilau.com
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The AI that tells you why your idea will fail 🔥
Apr 2026 · reality-check-ai-delta.vercel.app
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Weather that tells you how it actually feels.
Jul 2026 · apps.apple.com
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Hey HN, we're Ben and Caoimhe, cofounders of Anam. We build interactive avatars and just shipped our latest model, cara-4. This is the first avatar model which can naturally shift emotions and expressions during the conversation; a feature we’re calling “Director Notes”. The way it works is relatively simple: we have an LLM provide cues such as [laughter], [sad], [warm] interleaved with the speech, which we then condition our animation model with. To test it out, we commissioned a blind study from Mabyduck.com with 200 participants, 1,600 rated live interactions across six criteria. Cara-4…
Jul 2026 · anam.ai
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Hi HN, I ve been in this community for a while now and have a huge amount of respect for the people and the forum so I wanted to post this here. This is a pretty random one and I wish to emphasise from the very beginning this is not medical advice and is only based on what I saw in myself. It is therefore entirely up to anyone kind enough to have a read to decide whether they think what I describe makes any sense for them. If people have comments or thoughts I think it would be quite cool to use the GitHub issues as a forum for discussion and collecting peoples’ feedback. TLDR When I was…
2022 · a-theory-of-anxiety-conditions.github.io
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