“Auto Claude isn't just a tool that executes prompts; it operates with a workflow similar to Specification Driven Development, automatically creating, verifying, and modifying specifications.”

“The management of 'what to feed the AI (context)' is as serious as the 'memory management' of the past, and it is an area where the skills of engineers are tested.”

“FlakeStorm takes a "golden prompt" (known good input) and generates semantic mutations across 8 categories: Paraphrase, Noise, Tone Shift, Prompt Injection.”

“The core issue was that when two conflicting documents had the exact same reliability score, the model would often hallucinate a 'winner' or make up math just to provide a verdict.”

“B-Trans effectively leverage the wisdom of crowds, yielding superior semantic diversity while achieving better task performance compared to deterministic baselines.”

“PP-ACDC achieves asymptotic (exact) average consensus on any strongly connected digraph under appropriately chosen quantization parameters.”

“Digital SemCom typically represents semantic information over a finite alphabet through explicit digital modulation, following two main routes: probabilistic modulation and deterministic modulation.”

“The paper introduces smooth cumulative- and inverse-cumulative-distribution-function ((I)CDF) timesteppers that evolve distributions rather than particles.”

“The article highlights that 'compliance' and 'hallucinations' are not simply rule violations, but rather 'semantic resonance phenomena' that distort the model's latent space, even bypassing System Instructions. Phase 1 aims to counteract this by implementing consistency as 'physical constraints' on the computational process.”

“The construction makes it possible to design infinite families of graphs on which exact and stable completion is possible for every fixed rank matrix through the sum-of-squares hierarchy.”

“The paper introduces a general, model-agnostic training and inference framework for joint generative forecasting and shows how it enables assessment of forecast robustness and reliability using three complementary uncertainty quantification metrics.”

“The paper provides an example where the deterministic subcategory is the category of Stone spaces and the kernels correspond to a restricted class of Kleisli arrows for the Radon monad.”

“The paper provides quantitative estimates on propagation of chaos for the deterministic case, showing an improved convergence rate.”

“The paper finds that the mean of the first-passage probability may display a minimum as a function of bias strength, depending on the location of the initial and target sites relative to the focal point.”

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

“PGMP framework outperforms state-of-the-art methods on unseen anatomy, setting new benchmarks in efficiency and diagnostic reliability.”

“Cr doping drives a transition to an A-type AFM phase that breaks Kramers spin degeneracy and realizes a g-wave altermagnetic state with large nonrelativistic spin splitting near the Fermi level. Importantly, this spin splitting can be deterministically reversed by polarization switching, enabling electric-field control of altermagnetic electronic structure without reorienting the Neel vector or relying on spin-orbit coupling.”

“WWMs separate code-defined rules from model-driven imagination, represent latent state as typed web interfaces, and utilize deterministic generation to achieve unlimited but structured exploration.”

“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.”

“The running time of our algorithm for the global minimum cut problem is asymptotically better than the fastest sequential deterministic global minimum cut algorithm.”

“The paper claims that Dual-approx Bridge demonstrates consistent and superior performance in terms of image quality and faithfulness to ground truth compared to both stochastic and deterministic baselines.”

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“The paper deduces analytical expressions for the bifurcation parameter value characterizing the effective appearance of sound in the instrument, distinguishing between deterministic and stochastic dynamic bifurcation points.”

“Thermodynamics becomes the study of how these shells deform with energy: the entropy is the logarithm of a geometric area, and its derivatives satisfy a deterministic hierarchy of entropy flow equations driven by microcanonical averages of curvature invariants.”

“Any tropical circuit calculating the optimal value of a Traveling Salesperson round tour uses at least $2^{Ω(k \log \log k)}$ gates.”

“"Something that is inherently probabilistic - LLM plus something that should be very deterministic - calculator, again, I welcome everyone to play with it - results are hilarious sometimes"”

“The real constraint that drives the design: By Spring 2026, large institutions are preparing to archive or remove non-accessible content rather than remediate it at scale.”

“No visibility into why an LLM picked a tool”

“The capability of state-of-the-art mixed logit models to reveal the true Nash equilibria seems to be primarily contingent upon the type of choice behavior (probabilistic versus deterministic).”

“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.”

“CAM noise leads to an asymmetry between El Niño and La Niña events without the need for deterministic nonlinearities.”

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

“Quantum errors can be modeled as deterministic physical terms rather than purely stochastic perturbations.”

“The work experimentally demonstrates joint phase and phase-diffusion estimation using deterministic Bell measurements on a two-qubit system, achieving improved estimation precision compared to any separable measurement strategy.”

“Our approach binds dropout masks to a deterministic, cryptographically verifiable seed and proves the correct execution of the dropout operation.”

“Results demonstrate deterministic, PID-based motor control through rigorous memory and task management, and enhanced system reliability via AWS IoT monitoring and a firmware-level motor shutdown failsafe.”

“DeFloMat achieves state-of-the-art accuracy ($43.32\% ext{ } AP_{10:50}$) in only $3$ inference steps, which represents a $1.4 imes$ performance improvement over DiffusionDet's maximum converged performance ($31.03\% ext{ } AP_{10:50}$ at $4$ steps).”

“By establishing a direct algebraic mapping between target scattering responses and the network's physical parameters, we transform the design process from iterative optimization into deterministic calculation.”

“Our key finding is that reliability through redundancy is more valuable than pure model performance in production healthcare systems, where system failures are unacceptable.”

“Quint is a small React library that lets you build structured, deterministic interactions on top of LLMs.”

“The approach reduces each embedding solve to a deterministic ground-state eigenvalue problem in the reduced space, and reduces the cost of the EH solution by orders of magnitude.”

“Valori is described as a deterministic memory substrate.”

“SHRP achieves 93% of the original model accuracy while reducing parameters by 48 percent.”

“今年もログラスは、エンジニアリングの力で「良い景気を作ろう。」に一歩でも近づくために、技術的卓越性の追究と還元を意識し続けてきました。”

“Further details would be in the ArXiv paper itself.”

“Rapid and efficient response to disaster events is essential for climate resilience and sustainability.”

“The article focuses on deterministic exciton confinement in 2D semiconductors via local dielectric engineering.”

“The paper is available on ArXiv.”

“The paper focuses on a new PoW consensus.”

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