Will the HomeView be Apple’s first smart home success?
Over the past couple of years, we’ve seen multiple reports that Apple was working on a new smart home product, but now it seems the product has a name and a launch date.
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48 hours to TechCrunch Disrupt 2026 — hear directly from the people building what’s next
Less than 48 hours, TechCrunch Disrupt 2026 starts in San Francisco’s Moscone West. Save up to $100 on your pass before prices increase at the door, plus get 50% on a second pass. Or score other deals
RL-ARC: Calibrating Large Reasoning Models via Reasoning-guided Uncertainty
arXiv:2610.11352v1 Announce Type: new Abstract: Language models (LMs) are commonly trained with Reinforcement Learning with Verifiable Rewards (RLVR) to enhance their reasoning capabilities. However,
Microsoft’s Satya Nadella says AI models need an ‘emergency brake’
In a Saturday morning post, Microsoft's CEO wrote that it’s time “to step back and assess the trust architecture” of AI.
ReCast: Attribution-Oriented Step Representation Learning for LLM-Based Agent Systems
arXiv:2610.11334v1 Announce Type: new Abstract: In LLM-based agent systems, failures can originate from early steps whose effects propagate through subsequent interactions, making their origins diffic
ORDO: Operation-level Round-aware Dynamic Ordering for MIP Presolve
arXiv:2610.11294v1 Announce Type: new Abstract: Presolve strongly affects mixed-integer programming (MIP) performance, yet learning-based methods only optimize parameter configurations and cannot expr
When Lower Reconstruction Loss Hurts: Distributionally Robust Refinement for Low-Bit LLM Quantization
arXiv:2610.11226v1 Announce Type: new Abstract: Weight-only post-training quantization (PTQ) relies heavily on reconstruction loss minimization to preserve model quality at low precision. We show that
TokenBank: Financial Infrastructure for AI Services
arXiv:2610.11333v1 Announce Type: new Abstract: AI services incur inference costs during execution, while revenue may arrive later. Changing API prices, limited upfront capital, and service failures c
Writing for the Reviewer: Defensive Writing in GPT Models
arXiv:2610.11355v1 Announce Type: new Abstract: Researchers increasingly use ChatGPT to revise their papers, and recent GPT versions often narrow or even retract the authors' claims. We call such chan
DuplexAgent-RSI: Recursive Harness Improvement for Full-Duplex Voice Agent Collaboration
arXiv:2610.11299v1 Announce Type: new Abstract: Voice agents are converging on a collaboration pattern: a full-duplex interaction model stays on the live channel as the entry to the conversation, whil
Anthropic can’t reliably control its AI agents. It’s cutting off its internal evals from the live internet instead
Anthropic said it "turned off live internet access" for "all our internal evaluations" until further notice.
EvoSim: Learning to Model, Modeling to Learn
arXiv:2610.11344v1 Announce Type: new Abstract: Physics-based models connect scientific explanation with quantitative prediction. Constructing them requires selecting physical processes, defining stat
RIT-RAG: Navigating Document Corpora with Retrieval-Induced Trees
arXiv:2610.11370v1 Announce Type: new Abstract: Retrieval-augmented generation (RAG) grounds language models in external corpora. Agentic RAG enables iterative search, yet exposes the model to isolate
Equal Path Cost, Unequal Output Effects: Understanding Perturbation Propagation in Diffusion Models
arXiv:2610.11380v1 Announce Type: new Abstract: Diffusion models have achieved remarkable success in generative modeling, with their sampling procedures routinely modified to control generation and im
Mine Odyssey: Benchmarking Spatial Agentic Intelligence in the Wild
arXiv:2610.11328v1 Announce Type: new Abstract: Advances in foundation models are driving efforts to introduce agents to assist people in the physical world. Such agents require agentic spatial intell
MedBenchAgent: Towards Systematic Automation of Medical VLM Benchmark Construction
arXiv:2610.11312v1 Announce Type: new Abstract: Large-scale construction of medical vision-language model (VLM) benchmarks is increasingly feasible with richly annotated imaging datasets and large lan
TaReD: Tool-Aware Recursive Decomposition for Long-Horizon Tasks
arXiv:2610.11268v1 Announce Type: new Abstract: Agents combine reasoning with tools to interact with external systems and complete real-world tasks. Early agents typically interleave reasoning and act
What to Admit and How to Present: Governing Persistent Memory in LLM Agents
arXiv:2610.11188v1 Announce Type: new Abstract: Persistent memory can improve personalization in LLM agents but can also induce sycophancy and cross-domain leakage. We distinguish two governance decis
Finsler Flow Matching: Dynamics-Aware Geodesic Interpolation for Single-Snapshot Trajectory Inference
arXiv:2610.11318v1 Announce Type: new Abstract: Single-cell snapshot data can resolve a continuum of cellular states but do not uniquely determine the dynamics governing transitions between them. Howe
Here are the top AI agents that can live in your text messages
We created a list of the most notable AI agents that can live in your text messages, from general assistants to agents designed for families, travel, and work.
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