“Agent = LLM + Tools. This simple equation unlocks incredible potential!”

“Claude Code's Plugin feature is composed of the following elements: Skill: A Markdown-formatted instruction that defines Claude's thought and behavioral rules.”

“The paper shows that the generalization error of DGFMs tends to zero as the number of neurons and the training time tend to infinity.”

“Even the top-performing OpenAI-GPT-5.1 achieves only 62.07% accuracy, and model performance displays a clear gradient distribution.”

“The standard quantum variance splits into two non-negative terms: the ensemble variance of weak actual value and a quantum term arising from phase-amplitude coupling.”

“RLMs successfully handle inputs up to two orders of magnitude beyond model context windows and, even for shorter prompts, dramatically outperform the quality of base LLMs and common long-context scaffolds.”

“The two-stage approach decomposes spatial reasoning into atomic building blocks and their composition.”

“The introduction of a size-dependent "best" conductivity, $κ_{\mathrm{best}}$, allows FEM to reproduce MD hot-spot temperatures with high fidelity.”

“The paper proposes a diagnostic-driven adaptive learning framework that explicitly models error evolution through a principled decomposition into bias, capturing persistent drift; noise, capturing stochastic variability; and alignment, capturing repeated directional excitation leading to overshoot.”

“Primitives from a one-level DWT decomposition produce encoder representations that approximately compose in latent space.”

“The speed of information displacement is linearly related to the ratio of odd vs total kernel energy.”

“WM-SAR consistently outperforms existing deep learning and LLM-based methods.”

“The study finds that the gluon helicity contribution to proton spin is $ΔG = 0.231(17)^{\mathrm{sta.}}(33)^{\mathrm{sym.}}$ at the $\overline{\mathrm{MS}}$ scale $μ^2=10\ \mathrm{GeV}^2$, which constitutes approximately $46(7)\%$ of the proton spin.”

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“RL-tuned models maintain more stable behavioral profiles and resist collapse in reasoning skills, whereas SFT models exhibit sharper drift and overfit to surface patterns.”

“IDT produces view-consistent intrinsic factors in a single forward pass, without iterative generative sampling.”

“The paper presents formulas that allow us to decompose a function $f\colon \mathbb S^d ightarrow \mathbb R$ into a sum of terms $f_{oldsymbol u,oldsymbol ξ}$.”

“The Dense Gradient admits a closed-form logit-level formula, enabling efficient GPU implementation.”

“The paper predicts a mass of $m=(9740 \pm 70)~\mathrm{MeV}$ and a width of $Γ[ \mathfrak{M}]=(121 \pm 17)~ \mathrm{MeV}$ for the hadronic axial-vector molecule $\mathfrak{M}$.”

“Schrödinger AI demonstrates: (a) emergent semantic manifolds that reflect human-conceived class relations without explicit supervision; (b) dynamic reasoning that adapts to changing environments, including maze navigation with real-time potential-field perturbations; and (c) exact operator generalization on modular arithmetic tasks, where the system learns group actions and composes them across sequences far beyond training length.”

“The key idea is to represent the decomposed 4D scene with the Freetime FeatureGS and design a streaming feature learning strategy to accurately recover it from per-image segmentation maps, eliminating the need for video segmentation.”

“The paper proposes a unified hybrid memory framework that explicitly decomposes memory into short-term appearance memory and long-term distractor-resolving memory.”

“The paper reveals critical limitations of state-of-the-art VLAs, including a strong tendency toward memorization over generalization, asymmetric robustness, a lack of consideration for safety constraints, and an inability to compose learned skills for long-horizon tasks.”

“SAM 3D produces more coherent roof geometry and sharper boundaries compared to TRELLIS.”

“FAA consistently achieves competitive or superior performance compared to existing parameter-efficient fine-tuning methods, while maintaining low computational and memory overhead.”

“The article's source is ArXiv, indicating a pre-print research publication.”

“DeMoGen's ability to disentangle reusable motion primitives from complex motion sequences and recombine them to generate diverse and novel motions.”

“2025 was a year where the quality of AI-generated code improved, and I really didn't write code anymore.”

“The paper introduces 'skands' as 'decreasing' tuples and 'coskands' as 'increasing' tuples composed of founded sets, exploring their properties within a modified NBG framework.”

“MASFIN delivered a 7.33% cumulative return, outperforming the S&P 500, NASDAQ-100, and Dow Jones benchmarks in six of eight weeks, albeit with higher volatility.”

“The paper proposes a novel framework of targeted learning via subpopulation matching, which decomposes both within- and between-study heterogeneity.”

“The paper proposes a Hierarchical Embodied Language Planner, called HELP, consisting of a set of LLM-based agents, each dedicated to solving a different subtask.”

“The paper introduces three key strategies: role decomposition (reasoner, executor, summarizer), the Mixture-of-Roles (MoR) framework with specialized LoRA groups, and a multi-role data generation pipeline.”

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“We propose an agentic framework that systematically decomposes complex oncology data extraction into modular, adaptive tasks.”

“Our key idea is to learn a latent skill space through an intermediate representation based on optical flow that captures motion information aligned with both video dynamics and robot actions.”

“The paper explores guiding zero-shot composed image retrieval with prescriptive and proscriptive constraints.”

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“Langfuse を Docker Compose でローカル起動し、LangChain/OpenAI SDK を使った Python コードでトレースを OTLP (OpenTelemetry Protocol) 送信するまでをまとめた記事です。”

“The author states: 'I wanted something I could deploy on any Linux box with docker-compose up. Something where I could host the frontend on Cloudflare Pages and the backend on a Hetzner VPS if I wanted. No vendor-specific APIs buried in my code.'”

“The research focuses on multi-scale attention-guided intrinsic decomposition and rendering pass prediction for facial images.”

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“The context mentions the source as ArXiv, indicating the article likely presents research findings.”

“The research focuses on the MSCI World Index.”

“The article introduces XDen-1K, a density field dataset of real-world objects.”

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“The research is published on ArXiv.”