“These ideas are not born out of malice. Many come from good intentions and sincerity. But, from the perspective of implementing and operating LLMs as an API, I see these ideas quietly destroying reproducibility and safety...”

“As conversations with generative AI become longer and more complex, they are no longer simple question-and-answer exchanges. They represent chains of thought, decisions, and context.”

“Opus 4.5 is not the normal AI agent experience that I have had thus far”

“Stay faithful to the original methods Minimize boilerplate while remaining readable Be easy to run and inspect as standalone files Reproduce key qualitative or quantitative results where feasible”

“Experimental results demonstrate that existing models still exhibit substantial deficiencies in multi-omics analysis, struggling to reliably distinguish fine-grained biomolecular relation types and to generate faithful, robust pathway-level mechanistic explanations.”

“Attacks are highly domain-dependent (airline support is most exploitable) and technique-dependent (payload splitting is most consistently effective).”

“The study demonstrates the feasibility of anatomically realistic $μ$FE simulations at this scale, with models containing over $8\times10^{8}$ DOFs.”

“SCP provides a universal specification for describing and invoking scientific resources, spanning software tools, models, datasets, and physical instruments.”

“Current systems are nominally promptable yet underuse readily available side information.”

“The evaluation protocol jointly measures average accuracy, average cost, and throughput, and builds a ranking score from the harmonic mean of normalized cost and accuracy to enable comparison across router configurations and cost budgets.”

“The system combines high numerical aperture remote refocusing with tilt-invariant light-sheet scanning and hardware-timed synchronization of laser excitation, galvo scanning, and camera readout.”

“ASG-SI reframes agentic self-improvement as accumulation of verifiable, reusable capabilities, offering a practical path toward reproducible evaluation and operational governance of self-improving AI agents.”

“FLOW is intended as a controlled experimental environment rather than a proxy for observed human populations, supporting exploratory analysis, methodological development, and benchmarking where real-world data are inaccessible.”

“The classifier achieves an accuracy of 97.4 percent with strong class wise precision and recall.”

“The article is based on the content of the provided Colab notebook (mnist_t4_ultrafast_inference_v7.ipynb).”

“自分は2023年の前半くらいからStable Diffusion WebUI（A1111）を触りはじめた”

“The goal here is methodology validation: making the growth event comparable, checking correctness parity, and measuring whether preserving optimizer state across resizing has a visible effect.”

“TravelBench offers a practical and reproducible benchmark for advancing LLM agents in travel planning.”

“INTERACT-CMIL achieves consistent improvements over CNN and foundation-model (FM) baselines, with relative macro F1 gains up to 55.1% (WHO4) and 25.0% (vertical spread).”

“The results demonstrate consistent segmentation across diverse geometries and reveal coordinated epithelial-lumen remodeling, breakdown of morphometric homeostasis during collapse, and transient biophysical fluctuations during fusion.”

“AMBIT demonstrates that physics-grounded residuals approach the accuracy of a strong tree-based predictor while retaining interpretable structure.”

“Only 68.3% of projects execute out-of-the-box, with substantial variation across languages (Python 89.2%, Java 44.0%). We also find a 13.5 times average expansion from declared to actual runtime dependencies, revealing significant hidden dependencies.”

“TrGLUE comprises Turkish-native corpora curated to mirror the domains and task formulations of GLUE-style evaluations, with labels obtained through a semi-automated pipeline that combines strong LLM-based annotation, cross-model agreement checks, and subsequent human validation.”

“SciEvalKit focuses on the core competencies of scientific intelligence, including Scientific Multimodal Perception, Scientific Multimodal Reasoning, Scientific Multimodal Understanding, Scientific Symbolic Reasoning, Scientific Code Generation, Science Hypothesis Generation and Scientific Knowledge Understanding.”

“The paper argues that common assumptions in CL evaluation (offline data accessibility, unregulated memory resources, and intra-task semantic homogeneity) often overestimate the real-world applicability of CL methods.”

“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.”

“By officially releasing these datasets with thorough documentation, we aim to contribute a reusable, extensible resource for the research community, enabling future work in QA, reasoning, and knowledge-driven applications in the scholarly domain.”

“TimeGAN produces synthetic data with distributional shapes, volatility patterns, and autocorrelation behaviour that are close to those observed in real returns.”

“UniLabOS unifies laboratory elements via an Action/Resource/Action&Resource (A/R/A&R) model, represents laboratory structure with a dual-topology of logical ownership and physical connectivity, and reconciles digital state with material motion using a transactional CRUTD protocol.”

“The article's focus is on the reproducibility of image detection methods.”

“To address this gap, we introduce Synthetic Data Blueprint (SDB), a modular Pythonic based library to quantitatively and visually assess the fidelity of synthetic tabular data.”

“We present a practical framework, \emph{Inverted Causality Focusing Algorithm} (ICFA), that treats search as a target-conditioned reweighting process.”

“MCPlas is a MATLAB toolbox for reproducible plasma modelling with COMSOL.”

“Fetpype is an open-source pipeline.”

“The article discusses the framework's scalability for generating software engineering benchmarks.”

“Details on specific performance metrics and evaluation methodologies used.”

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“The research focuses on an open and reproducible deep research agent.”

“SciLaD is a large-scale, transparent, reproducible dataset for natural scientific language processing.”

“Reproducible Assessment of Jailbreaking and Privacy Vulnerabilities Across Clinical Specialties.”

“The paper focuses on AI-driven retrosynthesis, a critical area in chemistry.”

“The research focuses on a reproducible framework.”

“QueryGym is a toolkit for reproducible LLM-based query reformulation.”

“The research aims to create a framework for reproducible linguistic analysis.”

“The article is sourced from Hacker News.”

“The tool measures first-token latency and output speed. It supports OpenAI-compatible APIs, Claude, and local endpoints. The author is interested in feedback, PRs, and test reports.”

“The article likely contains quotes from researchers or academics discussing the specific challenges they face due to OpenAI's policies. These quotes would provide concrete examples and support the main argument.”

“We discuss the relationship between the ML and database fields and how the merging of the two could have positive outcomes for the end-to-end ML workflow.”

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