“You send a URL and an intent; we handle the rendering and return clean, structured data for the LLM.”

“In recent years, major LLM providers have been competing to expand the 'context window'.”

“適切に設定しないとMCPを1個追加するたびに、チーム全員のリクエストコストが上がり、ツール定義の読み込みだけで数万トークンに達することも。”

“LoZA can achieve significant speed-ups both for prefill-intensive (e.g., retrieval-augmented generation) and decode-intensive (e.g., tool-integrated reasoning) cases.”

“Until I asked Gemini (a 3 Pro Gem) to summarize our conversation so far, and they only remembered the last 14k tokens. Out of our entire 117k chat.”

“It feels like the model is actually performing a multi-step workflow rather than just predicting the next token.”

“The approach can reduce up to 80% of visual tokens while maintaining performance in long context settings.”

“Different attention heads within an attention block focused on different linguistic characteristics, such as identifying token repetitions in a given text or recognizing a token of common appearance in the text and its surrounding context.”

“AutoJudge accelerates LLM inference by identifying which token mismatches actually matter.”

“The article likely details the specific implementation of the multi-scale NDT tokenizer, including how it handles different scene complexities and how it integrates with language models. It would also likely present experimental results demonstrating the performance of the proposed method on benchmark datasets.”

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