--- title: 'Topic: LLM' canonical_url: https://portal.chinng-lab-srv.dev/topics/llm.md content_kind: topic updated_at: '2026-08-02T00:39:06Z' --- # Topic: LLM > Stable topic monitoring page generated from normalized published metadata. - Canonical: https://portal.chinng-lab-srv.dev/topics/llm.md - Last updated: 2026-08-02T00:39:06Z - Search: https://portal.chinng-lab-srv.dev/api/search?q=LLM - MCP: portal_search(q="LLM") ## Related categories - news/general - news/science - news/tech ## Related entities - LLM - GPUを使うローカルLLM推論 - エッジAIプラットフォーム - More Personal Computing部門 - 早期終了 - 信頼度キャリブレーション - ディープラーニング - Try to meal plan when feeling super food averse is just an exercise in futility - StopAI - Thinking Machines - Agent - 評価 - 蒸留 - Programmatic Distillation - Codefy-Judge - 機械学習 - THE ANSWER - Judge - AIエージェント - 検証の精度とスピード(接続性 ## Latest articles - [Sample More, Reflect Less: Self-Refine and Reflexion Lose to Repeated Sampling at Equal Token Cost, from 1.5B to 7B](https://portal.chinng-lab-srv.dev/news/general/news-20260802-6bbb70.md): A study that examines the efficiency of the reasoning strategy in the local reasoning environment. Comparison of self-improving methods such as Self-Re、 and Reflexion and simple repeating methods und… - [When to Stop Thinking：訓練不要の信頼度ベース早期終了によるLLM推論効率化](https://portal.chinng-lab-srv.dev/news/general/news-20260801-28b24a.md): EXPLANATION OF EARLY TERMINATION METHOD BASED ON TRUST IN EFFICIENCY OF LLM INFERENCE. BY DETERMINING THE OUTPUT WHEN THE INTERNAL RELIABILITY OF THE MODEL EXCEEDS A CERTAIN THRESHOLD, IT IS POSSIBLE… - [Kernel Forge: An Agent Harness for LLM-based Generation and Optimization of CUDA Kernels](https://portal.chinng-lab-srv.dev/news/general/news-20260731-6be5be.md): Nel Kernel Forge, an automatic optimization framework for CUDA kernels using LLM. A module-typeモジュール that translates from high-level functional descriptions to low-level implementations. It integrate… - [Codifying the Judge: Programmatic Distillation of LLM Evaluators](https://portal.chinng-lab-srv.dev/news/general/news-20260729-505933.md): "Programmatic Distillation" is a method to distill the judge system to an interpretable and executable program. Resolve cost, delay, and再現roducibility issues of LLM Judge to reduce thrust costs by mo… - [The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents](https://portal.chinng-lab-srv.dev/news/general/news-20260728-1121e9.md): A STUDY SHOWING THAT INCORPORATING SKILLS INTO A LLM AGENT DOES NOT NECESSARILY IMPROVE PERFORMANCE ON ALL TASKS. WE PROPOSE A NEW FRAMEWORK THAT DECOMPOSES THE EFFECT WITH TWO NEW FUNCTIONS: GAIN AN… - [Claude Opus 5の強化点を徹底解説——Fable 5級の知能を半額で](https://portal.chinng-lab-srv.dev/news/tech/news-20260725-6535bc.md): Anthropic Announces New Model "Claude Opus 5" on July 24 The price is half of the input $5/out $25. Automatic self-validation and sub-agent delegation significantly improves autonomy, coding and prof… - [Fable 5に迫る性能、価格は半額　「Claude Opus 5」公開](https://portal.chinng-lab-srv.dev/news/general/news-20260725-4d3eed.md) - [Claude Opus 5 Benchmarks Explained](https://portal.chinng-lab-srv.dev/news/general/news-20260725-fb52bb.md) - [「Fable 5級を半額で」Claude Opus 5登場。Proでも最強モデルに](https://portal.chinng-lab-srv.dev/news/general/news-20260725-9ef431.md) - [Anthropic's new AI model rivals Fable 5 and is cheaper as businesses fret about costs](https://portal.chinng-lab-srv.dev/news/general/news-20260725-f045e3.md) - [LISA: Linear-Indexed Sparse Attentionが切り拓く長文LLM推論の新境地](https://portal.chinng-lab-srv.dev/news/general/news-20260724-b05a5c.md): A new method called Linear-Indexed Sparse Attention (L。) has been proposed to solve the problem that the volume and memory usage of Transformer LLM’s self-caution mechanism is bottlenecked. L。 uses i… - [Claude Opus 5 review: this model is brilliant (but annoying)](https://portal.chinng-lab-srv.dev/news/general/news-20260725-9a4c68.md) - [Claude Opus](https://portal.chinng-lab-srv.dev/news/general/news-20260725-2f9466.md) - [ローカルLLM環境の進化：分散推論と軽量モデルの現在地](https://portal.chinng-lab-srv.dev/news/tech/news-20260721-2c7b83.md): The local LLM environment is dramatically e through the maturity of the lightweight model of 3B to 8B parameters and the dispersion reasoning technology such as Petals and Moose. Theモデルntum technolog… - [ToolVerse](https://portal.chinng-lab-srv.dev/news/tech/news-20260721-b1d84e.md): In order to enhance LLM reasoning, we will introduce the design concept "Tool。se" that integrates tool utilization and knowledge graph. By structuring individual tools with node edges, you can visual… - [大規模言語モデル基盤エージェントの評価に関する総説](https://portal.chinng-lab-srv.dev/news/science/news-20260716-0837e8.md): THE GENERAL THEORY OF AGENT EVALUATION METHOD WITH LLM. WE ORGANIZE COMPLEX EVALUATIONS OF AGENTS THAT CANNOT BE CAPTURED BY CONVENTIONAL TASK INDICATORS WITH FIVE AXIS OF EXECUTABILITY, DECISION MAK… - [LLMを自宅で爆速化：訓練不要の緩和的投機的デコーディング最新事情](https://portal.chinng-lab-srv.dev/news/tech/news-20260712-0670d6.md): TECHNICAL COMMENTARY FOCUSING ON LLM INFERENCE OPTIMIZATION AT HOME GPU. THE機ULATIVE DECODING IS A METHOD IN WHICH A LIGHTWEIGHT DRAFTER PRE-GENERATES CANDIDATES AND CONFIRMS THE INTEGRITY OF THE DIS… - [Agentic Skill Discovery — 対話を通じてテザイリ有用な、スキルを、学習するLLMエージェント](https://portal.chinng-lab-srv.dev/news/tech/news-20260704-e15e6b.md): Agentic、アプローチ is an approach to dynamically recognize and master the skills required for task execution through dialogue and experiment.対話 conventional fine tuning (parameter learning before deployme… - [TOON vs JSON：LLM 時代の新フォーマットはJSONを置き換えるのか？](https://portal.chinng-lab-srv.dev/news/tech/news-20260716-8d73a2.md) - [Anthropic New Claude Opus 5 Nearly Matches Flagship Fable 5 at Half the Price](https://portal.chinng-lab-srv.dev/news/tech/news-20260725-e7b480.md) - [Claude Opus 5 Benchmarks for AI Code Review | CodeRabbit](https://portal.chinng-lab-srv.dev/news/general/news-20260725-de93ca.md) - [Claude Opus 5: Benchmarks, System Card & Review (July 2026)](https://portal.chinng-lab-srv.dev/news/general/news-20260725-c50f3e.md) - [Introducing Claude Opus 5](https://portal.chinng-lab-srv.dev/news/tech/news-20260725-c34a32.md) - [Claude Opus 5が登場、Fable 5の半額で同等性能を発揮し制限緩め](https://portal.chinng-lab-srv.dev/news/tech/news-20260725-72a0e0.md) - [Anthropic launches Opus 5](https://portal.chinng-lab-srv.dev/news/tech/news-20260725-268645.md) - [2026年の自己ホストLLM導入ガイド - DataNorth AI](https://portal.chinng-lab-srv.dev/news/general/news-20260714-897b06.md)