“By 2026, over 80% of companies are predicted to deploy generative AI applications.”

“Gartner predicts that by the end of 2026, 40% of enterprise applications will incorporate AI agents.”

“Now there's a planner → checker → revise loop. Plans don't execute until they pass verification.”

“EfficientNet-B0 outperformed DenseNet121, achieving an accuracy of 84.6%, F1-score of 0.8899, and MCC of 0.6849.”

“Essentially you describe each agent in either a self contained markdown file, or as a typescript program.”

“これらの課題を解決するのが、Claude Code の サブエージェント（Sub-agents） 機能です。”

“In this tutorial, we build a genuinely advanced Agentic AI system using LangGraph and OpenAI models by going beyond simple planner, executor loops.”

“Transfer learning with fine-tuning substantially outperforms CNNs trained from scratch for pediatric pneumonia detection, showing near-perfect accuracy.”

“Unable to extract quote without article content.”

“By integrating OpenAI models, lightweight tool calling, and a simple internal runbook, […]”

“AI memory actively connects everything. mention chest pain in one chat, work stress in another, family health history in a third - it synthesizes all that. that's the feature, but also what makes a breach way more dangerous.”

““Plano-Orchestrator decides which agent(s) should handle the request and in what sequence. In other words, it acts as the supervisor agent in a multi-agent system.””

“In this tutorial, we build an advanced yet practical multi-agent system using OpenAI Swarm that runs in Colab. We demonstrate how we can orchestrate specialized agents, such as a triage agent, an SRE agent, a communications agent, and a critic, to collaboratively handle a real-world production incident scenario.”

“The article references C.S. Lewis's 'The Abolition of Man' and the concept of 'men without chests' as a key element of the predicted future. It also mentions the AI's potential morality being tied to the concept of entropy.”

“ProDM significantly improves CAC scoring accuracy, spatial lesion fidelity, and risk stratification performance compared with several baselines.”

“ModEn-Hub-style orchestration sustains about 90% teleportation success while the baseline degrades toward about 30%.”

“The proposed model achieves 95.5% and 98.5% accuracy for 4-class and 2-class imbalanced classification problems, respectively.”

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

“VisU autonomously orchestrates a four-stage workflow comprising Preprocessing, Recursive Channel Discovery, Important-Motion Identification, and Validation/Summary.”

“The paper envisions up to 1 Tbps per link, aggregate throughput up to 10 Tbps via spatial multiplexing, sub-50 ns single-hop latency, and sub-10 pJ/bit energy efficiency over 20m.”

“The paper argues that 'stochastic generative models can be fragile in operational domains unless paired with mechanisms that provide verifiable feasibility, robustness to distribution shift, and stress testing under high-consequence scenarios.'”

“CRMS reduces latency by over 14% and improves energy efficiency compared with heuristic and search-based baselines.”

“McCoy orchestrates an LLM to translate medical literature into ASP code, combines it with patient data, and processes it using an ASP solver to arrive at the final diagnosis.”

“The paper suggests a Cross-Agent Multimodal Provenance-Aware Defense Framework whereby all the prompts, either user-generated or produced by upstream agents, are sanitized and all the outputs generated by an LLM are verified independently before being sent to downstream nodes.”

“interID successfully verifies credentials across all tested wallets with minimal performance overhead, while maintaining a flexible architecture that can be extended to accept credentials from additional SSI ecosystems.”

“The paper details the application of these paradigms across the digital chip design flow, including the construction of agentic cognitive architectures based on multimodal foundation models, frontend RTL code generation and intelligent verification, and backend physical design featuring algorithmic innovations and tool orchestration.”

“The paper proposes a novel approach called Enhanced Image Representations (EIR) for generating accurate chest X-ray reports.”

“Lung masking should be treated as a controllable spatial prior selected to match the backbone and clinical objective, rather than applied uniformly.”

“No visibility into why an LLM picked a tool”

“Lamps' superior robustness, transferability, and clinical potential when compared to 10 baseline models.”

“OrchANN outperforms four baselines including DiskANN, Starling, SPANN, and PipeANN in both QPS and latency while reducing SSD accesses. Furthermore, OrchANN delivers up to 17.2x higher QPS and 25.0x lower latency than competing systems without sacrificing accuracy.”

“"If data transmission can't keep up, it's like a traffic jam on the highway; no matter how strong the computing power is, it's useless."”

“We start by initializing and inspecting the GraphBit runtime, then define a realistic customer-support ticket domain with typed data structures and deterministic, offline-executable tools.”

“The study highlights the potential of deep learning methods in enhancing the diagnosis of respiratory diseases such as COVID-19, lung cancer, and pneumonia from chest x-rays.”

“Process Bigraphs generalize architectural principles from the Vivarium software into a shared specification that defines process interfaces, hierarchical data structures, composition patterns, and orchestration patterns.”

“MCE treats agent workflows as computational contexts where cross-cutting concerns, such as state propagation, short-circuiting error handling, and asynchronous execution, are managed intrinsically by the algebraic properties of the abstraction.”

“Pick and Spin achieves up to 21.6% higher success rates, 30% lower latency, and 33% lower GPU cost per query compared with static deployments of the same models.”

“The mental model is the attached diagram: there is one Executor (the only agent that talks to the user) and multiple Satellite agents around it. Satellites do not produce user output. They only produce structured patches to a shared state.”

“The article proposes the use of an orchestrated, knowledge-driven multi-agent team for user-guided therapeutic design.”

“Fixed-Budget Parameter-Efficient Training with Frozen Encoders Improves Multimodal Chest X-Ray Classification”

“The model integrating structured data points had AUROC, AUPRC, and Brier scores of 0.92, 0.53, and 0.19, respectively.”

“The article presents a DeepSeek-powered AI system.”

“The article's source is ArXiv, indicating it's a research publication.”

“The article doesn't contain a direct quote, but the core idea is that 'workflows are represented as tool compositions: curated sets of AI services aligned to a specific task or outcome.'”

“LeJOT is an intelligent Job Cost Orchestration Solution for Databricks Platform.”

“The article doesn't contain a direct quote.”

“The paper likely details the specific methodologies used for generating the synthetic data, handling imperfect annotations, and implementing the conditional joint annotation regularization. It would also present experimental results demonstrating the performance of AnyCXR compared to existing methods.”

“The article's context indicates the research is published on ArXiv, suggesting a focus on academic exploration.”

“CLARiTy utilizes a Vision Transformer architecture.”

“The paper focuses on Agent Tools Orchestration, covering dataset, benchmark, and mitigation.”