“The article is a summary and technical extract from a blog post at https://agenticai-flow.com/posts/agentic-rag-advanced-retrieval/”

“To help answers from Gemini be more personalized, the company is going to let you connect the chatbot to Gmail, Google Photos, Search, and your YouTube history to provide what Google is calling "Personal Intelligence."”

“The hurdle of writing SQL isn't as high as it used to be. The emergence of AI agents has dramatically lowered the barrier to writing SQL.”

“This follows an investigation by the Guardian that found Google AI Overviews offering misleading information in response to some health-related queries.”

“本研究の目的は、主観的な情報によって曖昧になりやすい落とし物検索において、生成AIを用いた質問生成と探索設計によって、人間の主観的な認識のズレを前提とした特定手法が成立するかを検討することである。”

“An AI model that learns without human input—by posing interesting queries for itself—might point the way to superintelligence.”

“I came top of the rankings in 2023, 2024 and 2025 but I'm listed in third place for all time behind Paul Graham and Brian Krebs.”

“The main contribution is a factor-$5$ distortion algorithm that requires only $O(k \log^2 k)$ queries.”

“LMG achieves competitive or leading performance, including bulk loading (up to 8.25x faster), point queries (up to 1.49x faster), range queries (up to 4.02x faster than B+Tree), update (up to 1.5x faster on read-write workloads), stability (up to 82.59x lower coefficient of variation), and space usage (up to 1.38x smaller).”

“LSRE attains semantic risk detection accuracy comparable to a large VLM baseline, while providing substantially earlier hazard anticipation and maintaining low computational latency.”

“SynRAG generates significantly better queries for crossSIEM threat detection and incident investigation compared to the state-of-the-art base models.”

“The paper introduces 'incremental certificate learning' to maximize work in sound linear relaxation and invoke exact piecewise-linear reasoning only when relaxations become inconclusive.”

“CERES implements dual-modal causal intervention: applying backdoor adjustment principles to counteract language representation biases and leveraging front-door adjustment concepts to address visual confounding.”

“CogRec leverages Soar as its core symbolic reasoning engine and leverages an LLM for knowledge initialization to populate its working memory with production rules.”

“FHDR outperforms the best-known algorithms by at least an order of magnitude in execution time and up to several orders of magnitude in terms of the number of interactions required, establishing a new state of the art for scalable interactive regret minimization.”

“The proposed loss introduces learnable class prototypes and equilibrates gradients contributed by different classes at each hierarchical level, ensuring that each hierarchical class contributes equally to the loss computation in every mini-batch.”

“SPARK formalizes a persona space defined by role, expertise, task context, and domain, and introduces a Persona Coordinator that dynamically interprets incoming queries to activate the most relevant specialized agents.”

“Hojabr integrates relational algebra, tensor algebra, and constraint-based reasoning within a single higher-order algebraic framework.”

“Online methods can achieve an average success rate of 45/19/77% with just a few thousand queries over three tasks where static methods from existing multi-turn conversation benchmarks find few or even no failure cases.”

“The abstract of the paper would provide more specific details on the methods used, the performance achieved, and the specific challenges addressed.”

“The paper introduces the HL-index, a compact vertex-to-hyperedge index tailored for the max-reachability problem.”

“”

“The paper introduces the Keyword-Aware Top-$k$ Routes (KATR) query that provides a more flexible and comprehensive semantic to route planning that caters to various user's preferences including flexible POI visiting order, flexible travel distance budget, and personalized POI ratings.”

“The BR$k$NN-Light algorithm uses rapid verification and pruning strategies based on geometric constraints, along with an optimized range search technique, to speed up the process of identifying the R$k$NNs for each query.”

“Samsung could debut a smarter Bixby powered by Perplexity in One UI 8.5”

“The killer feature is council_ask - it queries Codex, Gemini, and OpenCode in parallel, then optionally runs a second round where each agent sees the others' answers and revises (or critiques) their response.”

“GLiSE is a prompt-driven tool that turns a research topic prompt into platform-specific queries, gathers results from common software-engineering web sources (GitHub, Stack Overflow) and Google Search, and uses embedding-based semantic classifiers to filter and rank results according to their relevance.”

“"自然言語によるクエリ（Text-to-SQL）」への期待が高まっています。"”

“JavisGPT outperforms existing MLLMs, particularly in complex and temporally synchronized settings.”

“The paper introduces new surrogate losses and proves strong non-asymptotic, hypothesis set-specific consistency guarantees, resolving existing open questions.”

“HEROSQL achieves an average 9.40% improvement of AUPRC and 12.35% of AUROC in identifying semantic inconsistencies.”

“Gemini on Antigravity is tripping out. Has anyone else noticed doing the same?”

“TimePerceiver is a unified encoder-decoder forecasting framework that is tightly aligned with an effective training strategy.”

“The core result is an 'advantage-based routing law' for attention scores and a 'responsibility-weighted update' for values, which together induce a positive feedback loop.”

“Reasoning models process 44.5% fewer bytes than standard models while maintaining equivalent correctness.”

“The paper introduces Interactive Instance Object Navigation (IION) and the Vision Language-Language Navigation (VL-LN) benchmark.”

“既存のLLMが「答えてはいけない状態でも答えてしまう」問題を、構造的に「不能（Fail-Closed）」として扱うための設計原理を...”

“The open-weights reasoning model DeepSeek R1 achieves state-of-the-art performance (50.6%), surpassing proprietary giants like Claude 3.7 Sonnet (47.7%) and GPT-4o (33.7%), it still exhibits a significant accuracy drop when moving from general benchmarks (BIRD) to CricBench.”

“”

“Google's AI assistant Gemini is being tested in Waymo's robotaxis.”

“LLM から BigQuery を「自然言語で気軽に叩ける」ようになると、意図せず大量スキャンが発生し、BigQuery 利用料が膨れ上がるリスクがあります。”

“The information content of the original single-pass question was a 'point,' but it is amplified to a 'complex multidimensional manifold.'”

“The article likely presents a novel method for detecting and mitigating hallucinations in LLM-based Text-to-SQL generation.”

“”

“The paper presents a new dataset and benchmark.”

“The paper likely details the architecture, training methodology, and evaluation metrics of the system.”

“users can perform advanced searches and complex analyses using natural language queries without SQL or data analysis expertise.”

“The study focuses on O(1) oracle-query quantum state preparation.”

“”

“The research likely explores methods to detect when a natural language question cannot be translated into a valid SQL query.”