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Your AI models are failing in production—Here’s how to fix model selection

Source: venturebeat.com | By Emilia David

Published on: 2025-06-07 12:47:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Enterprises need to know if the models that power their applications and agents work in real-life scenarios. This type of evaluation can sometimes be complex because it is hard to predict specific scenarios. A revamped version of the RewardBench benchmark looks to give organizations a better idea of a model’s real-life performance. The Allen Institute of AI (Ai2) launc

Keywords: evaluation model models reward rewardbench

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Gradients Are the New Intervals

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-11 12:25:19

Gradients are the new intervals At the New England Symposium on Graphics, James Tompkin compared graphics researchers to magpies: they're easily distracted by shiny objects and pretty renderings. While this is true, the analogy also holds from a different angle: when I'm reading graphics papers, I'm constantly looking for ideas to steal bring back to my nest. Researchers at IRIT and Adobe Research recently published a paper that's full of interesting ideas, and I'd like to talk about it. Thi

Keywords: evaluation interval lipschitz min point

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On eval in dynamic languages generally and in Racket specifically (2011)

Source: news.ycombinator.com | By The Unknown Author

Published on: 2025-06-12 00:44:04

On eval in dynamic languages generally and in Racket specifically posted by Matthew Flatt The eval function is at the heart of a dynamic language, and it strikes many newcomers as an amazingly powerful tool. At the same time, experienced programmers avoid eval , because unnecessary use creates trouble. It’s not easy to explain why eval should be avoided or when it"s appropriate to use eval , but I’ll take another stab at it here. What is eval ? Consider the following “program” in English pro

Keywords: eval instructions language program racket

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Medieval Fogge: In Defence of the Middle Ages

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-15 16:33:43

In a recent tweet, Robert Jenrick, shadow justice secretary, denounced immigrants from ‘alien cultures, who possess medieval attitudes towards women’. He claimed that these ‘medieval attitudes’ were responsible for the widespread sexual abuse of white girls in Britain. Interviewed on the Today programme, it became clear that for him ‘medieval’ was synonymous with ‘backward’ – ‘alien’, that is, to progressive, modern Britain. Professor Kathleen Stock, whose expression of her views on gender arous

Keywords: alien attitudes britain hostility medieval

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s3: The new RAG framework that trains search agents with minimal data

Source: venturebeat.com | By Ben Dickson

Published on: 2025-06-16 16:51:11

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Researchers at University of Illinois Urbana-Champaign have introduced s3, an open-source framework designed to build retrieval-augmented generation (RAG) systems more efficiently than current methods. s3 can benefit developers creating real-world large language model (LLM) applications, as it simplifies and reduces the cost of creating retriever models within RAG arch

Keywords: llm rag retrieval s3 search

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Bootstrapping Lisp in a Boot Sector

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-17 15:52:26

sectorlisp sectorlisp is a 512-byte implementation of LISP that's able to bootstrap John McCarthy's meta-circular evaluator on bare metal. Overview LISP has been described as the Maxwell's equations of software. Yet there's been very little focus to date on reducing these equations to their simplest possible form. Even the original LISP paper from the 1960's defines LISP with nonessential elements, e.g. LABEL . This project aims to solve that by doing three things: We provide a LISP impleme

Keywords: blinkenlights evaluator implementation lisp sectorlisp

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Teaching LLMs how to solid model

Source: news.ycombinator.com | By Will Patrick

Published on: 2025-08-13 00:13:43

It turns out that LLMs can make CAD models for simple 3D mechanical parts. And, I think they’ll be extremely good at it soon. An AI Mechanical Engineer Code generation is the first breakthrough application for LLMs. What would an AI agent look like for mechanical engineering? Material selection, design for manufacturing, computer-aided manufacturing (CAM), and off-the-shelf part comparison would all be important features of an AI mechanical engineer. Perhaps, most importantly, an AI mechanical

Keywords: eval openscad stl task tasks

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METS, the Middle English Texts Series

Source: news.ycombinator.com | By Unknown

Published on: 2025-08-26 16:17:06

Recent Edition William Caxton, Paris and Vienne and Blanchardyn and Eglantine Paris and Vienne, published in 1485, and Blanchardyn and Eglantine, published in 1489, are unique among the romances printed for English audiences by William Caxton, the printer responsible for many of the earliest print versions of major canonical works in England. The only independent tales of adventure that Caxton did not draw from the epic cycles of England, France, Greece, and Rome, these romances enjoyed widesp

Keywords: caxton england english medieval romances

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The RAG reality check: New open-source framework lets enterprises scientifically measure AI performance

Source: venturebeat.com | By Sean Michael Kerner

Published on: 2025-09-08 00:00:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Enterprises are spending time and money building out retrieval-augmented generation (RAG) systems. The goal is to have an accurate enterprise AI system, but are those systems actually working? The inability to objectively measure whether RAG systems are actually working is a critical blind spot. One potential solution to that challenge is launching today with the debut

Keywords: eval evaluation framework open rag

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Why Adding a Full Hard Drive Can Make a Computer More Powerful

Source: wired.com | By Ben Brubaker

Published on: 2025-09-21 16:00:00

In the late 2000s, McKenzie and the pioneering complexity theorist Stephen Cook devised a problem that seemed like a promising candidate. Called the tree evaluation problem, it involves repeatedly solving a simpler math problem that turns a pair of input numbers into a single output. Copies of this math problem are arranged in layers like the matches in a tournament bracket: The outputs of each layer become the inputs to the next layer until there’s just one output remaining. Different tree eval

Keywords: cook evaluation memory problem tree

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A Debugger is a REPL is a Debugger

Source: news.ycombinator.com | By Unknown

Published on: 2025-09-21 06:06:16

A Debugger is a REPL is a Debugger I love debuggers! The last time I used a debugger seriously was in 2017 or so, when I was still coding in Kotlin. I’ve since switched to working with native code, and, sadly gdb and lldb are of almost no help for me. This is because they are mere “debuggers”, but what I need is a REPL, and a debugger, all in one. In this article I show a more productive way to use debuggers as REPLS. The trick boils down to two IntelliJ IDEA features, Run to Cursor and Quick

Keywords: cursor debugger debuggers evaluate features

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Patronus AI’s Judge-Image wants to keep AI honest — and Etsy is already using it

Source: venturebeat.com | By Michael Nuñez

Published on: 2025-10-17 19:00:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Patronus AI announced today the launch of what it calls the industry’s first multimodal large language model-as-a-judge (MLLM-as-a-Judge), a tool designed to evaluate AI systems that interpret images and produce text. The new evaluation technology aims to help developers detect and mitigate hallucinations and reliability issues in multimodal AI applications. E-commerce

Keywords: ai evaluation kannappan patronus systems

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New research shows bigger animals get more cancer, defying decades-old belief

Source: arstechnica.com | By Unknown

Published on: 2025-10-25 01:20:21

A longstanding scientific belief about a link between cancer prevalence and animal body size has tested for the first time in our new study ranging across hundreds of animal species. If larger animals have more cells, and cancer comes from cells going rogue, then the largest animals on Earth—like elephants and whales—should be riddled with tumours. Yet, for decades, there has been little evidence to support this idea. Many species seem to defy this expectation entirely. For example, budgies ar

Keywords: cancer larger peto prevalence species

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Evals are not all you need

Source: news.ycombinator.com | By Unknown

Published on: 2025-11-05 04:09:33

Evals are not all you need Andrew Marble marble.onl [email protected] March 3, 2025 TLDR: Evals make sense for unitless comparison between different base language models (LLMs), and have their place in testing, but the premise of using them to guarantee software performance is flawed. What are evals? Evals (evaluations) refers to test-based performance measurement of AI systems. For example, in a customer service chatbot, an eval could entail prompting the chatbot with a set of customer qu

Keywords: ai chatbot evals like performance

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The Middle Ages in Computer Games

Source: news.ycombinator.com | By New Medieval Books

Published on: 2025-11-05 22:45:09

The Middle Ages In Computer Games: Ludic Approaches to the Medieval and Medievalism By Robert Houghton D.S. Brewer ISBN: 978 1 84384 729 8 Many people first encounter the Middle Ages through video games. This book examines how these games incorporate familiar medieval tropes while simultaneously shaping new perceptions of the past. Excerpt: We need to talk about the Middle Ages in computer games. Medievalist games reach a massive and growing audience and can have a profound impact on their

Keywords: ages book games medieval middle

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AI still has a hallucination problem: How MongoDB aims to solve it with advanced rerankers and embedding models

Source: venturebeat.com | By Sean Michael Kerner

Published on: 2025-11-15 12:00:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More To get the best possible result from an AI query, organizations need the best possible data. The answer that many organizations have had to overcome that challenge is retrieval-augmented generation (RAG). With RAG, results are grounded in data from a database. As it turns out, though, not all RAG is the same, and actually optimizing a database for the best possible res

Keywords: ai database mongodb retrieval voyage

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Launch HN: Confident AI (YC W25) – Open-source evaluation framework for LLM apps

Source: news.ycombinator.com | By Unknown

Published on: 2025-11-12 14:23:56

Hi HN - we're Jeffrey and Kritin, and we're building Confident AI ( https://confident-ai.com ). This is the cloud platform for DeepEval ( https://github.com/confident-ai/deepeval ), our open-source package that helps engineers evaluate and unit-test LLM applications. Think Pytest for LLMs. We spent the past year building DeepEval with the goal of providing the best LLM evaluation developer experience, growing it to run over 600K evaluations daily in CI/CD pipelines of enterprises like BCG, Astr

Keywords: ai confident deepeval evaluation llm

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