The model learns that hedging is a signal of lower-quality output. This creates a systematic bias toward sounding certain.

过去一年，一个模式在开发者中悄悄流行起来：用 Markdown 文件给 AI agent 建一个知识库，让 agent 自己去读、去更新。 谷歌今天发布了一个叫 Open Knowledge Format（OKF）的开放规范。 它要解决的问题，几乎每一个做 AI agent 的团队都踩过：模型本身越来越强，但它需要 ...

Abstract: Software testing is crucial in ensuring the reliability and correctness of software applications. However, generating comprehensive test cases manually can be time-consuming and error-prone.

A few weeks back in the things that piss me off thread I posted about Calibre gaining LLM integration and how that was the last straw for me. Calibre was always clunky with UI/UX right out of the Win ...

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Car buyers kick tires. Horse traders inspect the teeth. What should shoppers for large language models (LLMs) do? Here are 27 prescient questions that developers are asking before they adopt a ...

When people talk about Large Language Models (LLMs), Python gets all the spotlight. But here’s the quiet truth from production systems: Most real-world LLM backends run on Java. Not for training the ...

The quickest way to get started with the basics is to get an API key from either OpenAI or Azure OpenAI and to run one of the Java console applications/scripts below ...

A monthly overview of things you need to know as an architect or aspiring architect. Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with ...

Jayric is a Forensic Science graduate with over five years of writing experience and a passion for reverse engineering and hardware. His tech journey kicked off in childhood with an old hand-me-down ...