diagnostics

论文提出 COMPASS（COMPatibility ASsessment Score），通过测量局部邻域重叠与范式上限，在对齐或合并之前低成本预测模型对的兼容性，在 72 个跨模态对齐实验和 392 个任务算术合并中与下游成功度高度相关（Pearson 相关分别达 0.91 和 0.70）。

A user spent a week with Claude Code building a custom Wi-Fi measurement and analysis toolkit for his home, and finally identified the culprit behind a decade of 5G Wi-Fi lag: non-Wi-Fi interference on channel 149. He also shared his workflow for AI-assisted development and network change management.

Google's AMIE study published in The Lancet — the first prospective study of patient-facing conversational diagnostics in a real clinic setting. Testing with urgent care patients showed clinicians found AMIE's summaries helpful in 75% of cases, with 90% match on differential diagnoses.

mailcheck 是一个用 Go 编写的小型命令行 SMTP/DNS/TLS 诊断工具，可检查邮件服务器的 MX、SPF、DKIM、DMARC、TLSA/DANE 与 TLS 配置，并支持 Nagios/Icinga、JSON 与人类可读的输出格式。

NVIDIA Inception startups are building AI applications to address breast cancer care gaps, from FDA-cleared imaging systems like iSono Health's wearable 3D ultrasound ATUSA to density-assessment software and faster genomic assay tools, all powered by NVIDIA AI infrastructure.

AI has achieved significant milestones in medical applications within 100 days, including agents searching clinical trials, an AI-designed drug entering Phase III, and an autonomous agent surpassing doctors in emergency diagnosis.

This paper demonstrates the use of Sharpness-Aware Minimization (SAM) to enhance the generalization of machine learning models for classifying bacterial Raman spectral data, improving accuracy by up to 10.5% and advancing portable diagnostic tools for antimicrobial resistance.

R9V update delivers approximately 100 tokens per second on Qwen3.8 Flash Next with IQ4_XS on dual AMD R9700 GPUs, adds support for Q4_K_XL with 50 tok/s, fixes crashes, and enhances diagnostics.

Bryan Johnson introduces Immortals Concierge, an elite medical service offering personalized health protocols and advanced diagnostics for longevity at a premium annual fee.

Auto Repair Mechanic is an AI agent that diagnoses vehicle issues by analyzing codes, photos, and scan data, providing ranked causes and repair plans to save time and money compared to guesswork.

This paper investigates the dissociation between attention-level proxies and behavioral performance in large language models under fine-tuning, revealing that attention sensitivity alone is unreliable for diagnosing in-context learning capabilities.

This paper proposes the Latent Diagnostic Taxonomy framework for constructing classifiers and diagnosing their decisions, applied to prompt injection detection, revealing that many confident decisions are brittle and offering remediation strategies.

JuryProbe introduces an empirical diagnostic for assessing consensus risk in reference-free LLM judge panels for factuality checking, and uses a calibration-based routing policy to ground high-risk decisions with trusted references, reducing false accepts.

CarSignal is an AI operating system for auto shops that streamlines operations like booking, diagnostics, quoting, and invoicing by replacing fragmented systems with a single intelligent platform.

This article discusses the development of the first at-home test for detecting infected ticks, which has the potential to enhance the diagnosis of Lyme disease.

WhatCable is a macOS menu bar app that reads macOS-reported USB-C and Power Delivery data to show cable speed, power capability, display path, and bottlenecks, with an optional Pro tier and a public cable observation database.

Introduces worldproof, an open-source tool for diagnosing world models, and finds that pixel metrics often cannot rank models on real robot video because evaluation horizons lack discriminative power; a usable window of 8-24 steps is identified.

This paper presents a diagnostic protocol for selecting rewards and policies in delayed-feedback contextual bandits, arguing that standard offline evaluation can mislead and validating the approach on benchmarks and a deployed push system.

The paper presents a unified geometric framework for understanding differentiable embeddings like t-SNE and UMAP, showing that existing diagnostics derive from a single object and proposing new curvature-based and integral-path trust measures.

This preprint introduces a generation-aligned diagnostic ladder that separates decision-rule misalignment from readout-coverage limitations in speech language models, showing that state decoding far exceeds generated accuracy in emotion recognition tasks.