“The author realized the problem wasn't with the AI, but with the assumption that writing rules would solve the problem.”

“Demis Hassabis stated that Chinese AI models might only be 'a few months' behind those in the West.”

““This episode reflects on the accuracy of our previous predictions and uses that assessment to inform our perspective on what’s ahead for 2026.” (Hypothetical Quote)”

“This approach shifts the focus from directly instructing to collaboratively exploring the knowledge space, ultimately leading to higher quality outputs.”

“I once paid $200 for ChatGPT Pro, but this real-world debugging story proves Codex 5.2 on the Plus plan does the job just fine.”

“AI Agent が業務システムに入り始めたことで、これまで暗黙のうちに成立していた「認可の置き場所」に関する前提が、静かに崩れつつあります。”

“If you have ever taken a self-driving Uber through downtown LA, you might recognise the strange sense of uncertainty that settles in when there is no driver and no conversation, just a quiet car making assumptions about the world around it.”

“Falcon-H1R-7B, a 7B parameter reasoning specialized model that matches or exceeds many 14B to 47B reasoning models in math, code and general benchmarks, while staying compact and efficient.”

“We propose the Error Depth Hypothesis: stronger models make fewer but deeper errors that resist self-correction.”

“In an industry in constant flux, sticking your neck out to predict what’s coming next may seem reckless.”

“AI might replace all of the jobs; that's only a problem if you think that humans will care, but if they care, they will create new jobs.”

“The paper introduces the orthant normal distribution in its general form and shows how it can be used to structure prior dependence in the Bayesian elastic net regression model.”

“The paper demonstrates that the most general inertial transformation which further preserves the speed of light in all directions is, however, still affine linear.”

“The paper proves that the local limit of the weighted spanning trees on any simple connected high degree almost regular sequence of electric networks is the Poisson(1) branching process conditioned to survive forever.”

“The conditional entropy or code length in many cases continues to decrease with context length at least to $N\sim 10^4$ characters, implying that there are direct dependencies or interactions across these distances.”

“The proposed sampler consistently improves sample quality under the same NFE budget and can be competitive with, and sometimes outperform, state-of-the-art higher-order samplers.”

“The paper provides the first convergence guarantee for Optimistic Multiplicative Weights Update (OMWU) in NLHF, showing that it achieves last-iterate linear convergence after a burn-in phase whenever an NE with full support exists.”

“The paper provides the first non-vacuous guarantees in high-dimensional sparse MDPs with single-policy concentrability coverage and corruption, showing that learning a near-optimal policy remains possible in regimes where traditional robust offline RL techniques may fail.”

“Sensor-only detection outperforms full fusion by 8.3 percentage points (93.08% vs. 84.79% F1-score), challenging the assumption that additional modalities invariably improve performance.”

“Under mild assumptions, the sequence generated by the proposed algorithm is bounded and each of its cluster points is a stationary solution.”

“Temperature, chemical potential, and pressure arise as conjugate variables of a single information-theoretic functional.”

“Youtu-LLM sets a new state-of-the-art for sub-2B LLMs...demonstrating that lightweight models can possess strong intrinsic agentic capabilities.”

“gg-Mix assumes only independence between the normal means and variances, without imposing any structural restrictions on their distributions.”

“The study found a 'Temporal Asymmetry, where past-tense framing bypassed defenses (15.6% safe) while future-tense scenarios triggered hyper-conservative refusals (57.2% safe).'”

“Sub-ensemble correlations are determined by the covariance operator, inducing a natural geometry in which statistical independence corresponds to orthogonality of the measurement functionals.”

“The paper proposes 'weighted geometric mean' odds ratios and relative risks, and 'weighted mean' risk differences as transparent summary measures for ordinal outcomes.”

“The study finds that the GPA does not generally hold for these systems under moderate experimental conditions.”

“Users who discover the community organically integrate more quickly into its linguistic and thematic norms and show more stable engagement over time.”

“The proposed approach estimates study-specific sampling weights using auxiliary information and calibrates the estimating equations to obtain the full set of model parameters.”

“The paper proves that a cutoff phenomenon holds independently of the transition probabilities, subject only to the sub-Gaussian assumption and a minimal aperiodicity hypothesis.”

“The paper develops a general and computationally tractable framework for computing sharp bounds on the effects of counterfactual policies.”

“The conductivity exhibits heavy-tailed fluctuations characterized by a power-law decay with exponent $α\approx 2.3$--$2.5$, indicating a finite mean but a divergent variance.”

“The paper formalizes LDA search as an optimal stopping problem and provides an adaptive stopping algorithm that yields a high-probability upper bound on the gains achievable from a continued search.”

“LLMs appear to compress the diversity of American climate opinions, predicting less-concerned groups as more concerned and vice versa. This compression is intersectional: LLMs apply uniform gender assumptions that match reality for White and Hispanic Americans but misrepresent Black Americans, where actual gender patterns differ.”

“Yggdrasil achieves up to $3.98\times$ speedup over state-of-the-art baselines.”

“Error detection capability strongly predicts overall robustness (rho=-0.817, p=0.007), indicating this is the critical bottleneck.”

“The authors propose a simple fix: reweight each regression step using an estimate of the stationary density ratio, thereby aligning FQE with the norm in which the Bellman operator contracts.”

“Bellman calibration requires that states with similar predicted long-term returns exhibit one-step returns consistent with the Bellman equation under the target policy.”

“n-gram representations suffice as cognitive units of planning.”

“The paper proposes I-PERI, a novel federated algorithm that first recovers the CPDAG of the union of client graphs and then orients additional edges by exploiting structural differences induced by interventions across clients.”

“The paper introduces 'Conformal-Enhanced Control Charts' and 'Conformal-Enhanced Process Monitoring' as novel applications.”

“Generation improves understanding only when it operates at the semantic level, i.e. when the model learns to autoregress high-level visual representations inside the LLM.”

“The exponent $n$ entering the probability $P_{ m SCO}\sim 10^{-n}$ has dimensions of inverse time: it is an energy barrier divided by the Planck constant, rather than a dimensionless tunnelling action.”

“The paper introduces the notion of the essential convergence rate and justifies it by proving that, under appropriate assumptions on discretization, no method obtained by discretizing an ODE can achieve a faster rate than its essential convergence rate.”

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“Price counterfactuals are nonparametrically identified by recentered instruments -- which combine exogenous shocks to prices with endogenous product characteristics -- under a weaker index restriction and a new condition we term faithfulness.”

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“The paper gives finite-sample uniform convergence bounds for accuracy and calibration functionals of VLM-induced classifiers under Lipschitz stability with respect to prompt embeddings.”

“The author states that by 2026, the question will no longer be how to utilize AI, but how companies redesign themselves in a world that presumes AI.”

“Prompt engineering is not a one-size-fit-all solution.”