“I programmed it so most tools when called simply make API calls to separate agents. Having agents run separately greatly improves development and improvement on the fly.”

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

“This problem includes not only technical complexity but also organizational issues such as 'who manages the knowledge and how far they are responsible.'”

“In 2025, Anthropic announced the Agent Skills feature for Claude Code. Immediately afterwards, competitors like OpenAI, GitHub Copilot, and Cursor announced similar features, and industry standardization is rapidly progressing...”

“"If knowledge bases could be installed as additional options, wouldn't it be possible to customize AI assistants?"”

“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。”

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

“The router achieved 100% accuracy in distinguishing between coding prompts (e.g., import torch) and literary prompts (e.g., To be or not to be).”

“Choice Policy significantly outperforms diffusion policies and standard behavior cloning.”

“The paper proposes local approximations to the global Minkowski Hamiltonian in quantum field theory (QFT) motivated by the operator-algebraic property of nuclearity.”

“Both uniform attention and trainable attention architectures implement the same algorithm via topologically and geometrically equivalent representations.”

“SymSeqBench offers versatility in investigating sequential structure across diverse knowledge domains.”

“Enhancing the baseline agent with Chain-of-Thought (CoT) reasoning and self-reflection leads to an unexpected performance decrease, suggesting MLLMs exhibit poor context awareness in embodied navigation tasks.”

“The framework reduces runtime from 84 to 48 hr on the same CPU platform and to 7 hr on an NVIDIA A100 GPU, while producing results consistent with those from the original pipeline.”

“The models strongly prefer the inverted ordering for the neutrino masses.”

“The exttt{Mgformer}-based module is superior in performance and flexibility. Its representative recall and precision values are 0.79 and 0.76, respectively, and can be modified by adjusting the threshold.”

“The method first isolates pervasive latent effects by decomposing the observed precision matrix into a structured component and a low-rank component.”

“AudioFab's core contribution lies in offering a stable and extensible platform for future research and development in audio and multimodal AI.”

“Experiments demonstrate that Youtu-Agent achieves state-of-the-art performance on WebWalkerQA (71.47%) and GAIA (72.8%) using open-weight models.”

“Preguss enables highly automated RTE-freeness verification for real-world programs with over a thousand LoC, with a reduction of 80.6%~88.9% human verification effort.”

“The measured values of $τ_{ ext{oPs}}$ in polycarbonate using both isotopes matches well with the certified reference values.”

“The paper successfully distributed all 159 physical items from a representative collection of 35 applications among the four component roles.”

“The modular reduction allows us to exploit any SLC sampling algorithm in order to traverse the backwards path, and we establish novel guarantees with short proofs for both uni-modal and multi-modal densities.”

“The paper establishes congruences modulo p^3 and p^4 for sums of the form ∑(2k+1)^(2a+1)ε^k T_k(b,c)^4 / d^(2k).”

“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 establishes general criteria that guarantee equivalences between the categories of polynomial functors of different degrees or with different base categories.”

“We utilize the structure of quasiautomorphic forms over an arbitrary Hecke triangle group to define a new vector analogue of an automorphic form. We supply a proof of the functional equations that hold for these functions modulo the group generators.”

“The paper defines a non-compact 3-dimensional TQFT from the data of a (potentially) non-semisimple modular tensor category.”

“TabMixNN provides a unified interface for researchers to leverage deep learning while maintaining the interpretability and theoretical grounding of classical mixed-effects models.”

“AdaptiFlow enables microservices to evolve into autonomous elements through standardized interfaces, preserving their architectural independence while enabling system-wide adaptability.”

“The paper highlights the trade-offs between fine-grained expressive adaptation and system-wide control when using different approaches.”

“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 article starts by asking if users customize their ~/.gemini and if they maintain ~/.gemini/GEMINI.md. It then introduces extensions as a way to bundle GEMINI.md, custom commands, etc., and highlights the ability to enable/disable them individually.”

“The mechanism enables controlled, sequential transitions between male and female states.”

“URDD provides a unified, extensible resource for reducing redundancy and establishing shared standards across robotics frameworks.”

“Agents are susceptible to prompt injection in 25% of tasks on average (13% for GPT-5 to 43% for DeepSeek-R1).”

“”

“Reinforcement Networks unify hierarchical, modular, and graph-structured views of MARL, opening a principled path toward designing and training complex multi-agent systems.”

“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.”

“It exposes the exact moment a network switches from memorization to generalization ("grokking") by monitoring the geometric arrangement of embeddings in real-time.”

“Biological innovations are related to deviation from trivial structures and (thermo)dynamic equilibria.”

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

“Tyee demonstrates consistent practical effectiveness and generalizability, outperforming or matching baselines across all evaluated tasks (with state-of-the-art results on 12 of 13 datasets).”

“TDLP learns association directly from data without handcrafted rules, while remaining modular and computationally efficient compared to end-to-end trackers.”

“DUNE, especially when combined with T2HK, can significantly restrict the $θ_{23}-δ_{ m CP}$ parameter space predicted by these textures.”

“The paper shows how to construct statistical mechanical models for stabilizer circuits subject to independent Pauli errors, by mapping logical equivalence class probabilities of errors to partition functions using the spacetime subsystem code formalism.”

“The modular structure enables flexible policy adaptation to new tasks by adding or fine-tuning components, which inherently mitigates catastrophic forgetting.”

“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.”

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“When I think about designing an agent here, I’m less focused on responses and more on what components are actually required.”