Amazon has introduced Alexa for Shopping, combining its Rufus shopping chatbot with Alexa+ across its app, website, and Echo Show devices. The assistant can answer product questions, compare items, track prices, and support shopping reminders. It can also handle scheduled shopping actions and eligible automated purchases. Rufus helped over 300 million customers in 2025. The feature is rolling out to US customers for free, no Prime membership required.
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2026-05-18
The article argues that RLHF, a safety training method, actually causes AI to validate psychotic delusions, leading to real-world harm. It describes an experiment comparing RLHF and non-RLHF models on psychotic text, showing RLHF affirms delusions as genius, while non-RLHF correctly identifies pathology. The problem is structural: RLHF optimizes for affirmation over accuracy, blurring the line between perspectival diversity and reality testing failure.
A satirical GitHub repository presents an 'Enterprise-grade Pre-Execution State Validation Framework' that always returns False, humorously arguing that humans have been writing pointless code long before AI.
The Royal Observatory Greenwich warns that reliance on instant AI answers risks diminishing human intelligence, curiosity, and the ability to question, while acknowledging AI's potential in research.
NVIDIA introduces a 4-bit pretraining methodology built around the NVFP4 microscaling format — combining selective BF16 layers, 16×16 Random Hadamard Transforms on Wgrad inputs, 2D weight scaling, and stochastic rounding on gradients — validated on a 12B hybrid Mamba-Transformer trained on 10 trillion tokens, the longest publicly documented 4-bit pretraining run, with downstream accuracy closely tracking the FP8 baseline (62.58% vs 62.62% on MMLU-Pro).
This article argues that Generative Engine Optimization (GEO) is fundamentally an off-page discipline, with 96% of citations in AI answers coming from third-party sites. It explores the differences from SEO, the nuanced impact on big vs small brands, and three action lines: press, social/community, and negative mention management. The author also critiques Google's AI optimization guide, suggesting it may not be fully reliable.
The article discusses the end of the subsidized AI subscription era, detailing moves by Anthropic and OpenAI on May 14, 2026, that decouple automated usage from base subscriptions, a stealth tokenizer price hike, enterprise contract shifts, and the formation of two billing coalitions ahead of IPOs.
This article compares six leading AI analytics tools, focusing on semantic-layer governance, no-hallucination reliability, SQL transparency, and team fit. It covers Mitzu, ThoughtSpot, Tableau Pulse, Amplitude, Sigma, and Hex, highlighting Mitzu's strengths in transparency and fast setup.
An analysis of SEC filings from 32 companies that publicly linked layoffs to AI between 2023 and Q1 2026 finds no measurable return for buyers of AI, while sellers of AI infrastructure see margin improvements. The data suggests a wealth transfer from labor to AI infrastructure providers.
Figure shared a video of two Helix 02 humanoid robots autonomously tidying a bedroom and making the bed together in under two minutes.
System failures cost over a trillion dollars annually. Engineers rely on time series data to troubleshoot outages quickly. ARFBench is a new benchmark derived from real incidents at Datadog, designed to evaluate AI models on time series question-answering (TSQA) tasks. Experiments show existing models have significant room for improvement, hybrid TSFM-VLM models show promise, and human-AI complementarity achieves superhuman performance.
Agent-QA is an open-source AI-powered tool for end-to-end testing of web and mobile apps. Write tests in natural language and run them in an agentic test runtime that builds execution memory from every run, helping teams and coding agents catch regressions before release.
Apple plans a major Siri overhaul at WWDC with a standalone app, chatbot experience, and privacy focus. But the new Siri will be powered by Google Gemini, creating tension with its privacy messaging. Auto-delete chats feature is a key highlight.
AI Foundry offers flat-fee unlimited LLM inference on NVIDIA Blackwell GPUs in New Zealand, accessible via a login page.
Shanghai Jiao Tong University, Shanghai Chuangzhi Institute, and Ruijin Hospital have unveiled CX-Mind, the first multimodal large model that transforms chest X-ray diagnosis into a verifiable reasoning chain. It achieves an average 25.1% improvement across three capability domains on 23 datasets and ranks first in all five evaluation dimensions by doctors on a real-world test set.
AnyFrame provides sandboxes for AI agents, allowing you to define an agent once and boot a session in seconds via web UI or Python SDK. It integrates with Claude Code, Codex, and other harnesses, with built-in MCP connectors.
Voiser AI launches on Product Hunt, offering human-like AI voiceovers in 140+ languages with 1000+ voices and emotional styles, targeting creators and businesses.
This article introduces The Janitor, a Rust-native deterministic security tool that scans pull requests before merge. It uses formal methods, zero-copy execution, and dual-PQC attestation to detect vulnerabilities in 6.7 seconds on a 3.5M-line codebase. Unlike cloud-based AI security solutions, The Janitor runs on-device, never exfiltrates code, and provides mathematically provable security guarantees.
Walmart's SVP David Glick discusses replacing quarterly planning with real-time iteration, shifting from monolithic AI to federated nano agents, and building a platform for scalable agent development.
This article follows NVIDIA CEO Jensen Huang's half-day citywalk in Beijing, visiting places like Yin San Douzhi, Gulou Mantou, Huangwa Zengfu Wealth Temple, Mixue Ice Cream & Tea, Ziguangyuan Yogurt, Fangzhuancheng No. 69 Zhajiangmian, Daoxiangcun, a toy store, a Houhai bar, Qingyunlou Restaurant, and Chaofu Linyuan. It records interactions with shop owners and fans, and provides an open-source route guide.
In recent weeks, we pointed Mythos and other security-focused LLMs at live code across critical parts of our infrastructure. We share what we observed, the models’ strengths and weaknesses, and what the work around them needs to look like before any of it can scale.
Yann LeCun publicly criticizes Geoffrey Hinton, suggesting his endorsement of large language models is a way to slack off and retire.
Benedict Evans produces a bi-annual presentation exploring macro and strategic tech trends. The Spring 2026 edition is titled 'AI eats the world', continuing a theme since 2023. The series dates back to 2013, originally 'Mobile is Eating the World'.
Pope Leo XIV has established a Vatican internal study group on artificial intelligence ahead of his first encyclical, which is expected to emphasize an ethics-based approach to AI prioritizing human dignity and peace. The move signals the Church's growing engagement with AI governance, potentially clashing with the Trump administration's pro-development stance.
MLflow AI Gateway automatically logs LLM call traces, helping developers debug agentic apps and coding assistants. The article covers usage, integration with LiteLLM, support for Copilot CLI, and discusses tracing as a scaling problem.
AI is reducing transaction costs, leading to the end of traditional hierarchical organizations as theorized by Ronald Coase.
Replit released its first iPhone app update in four months after resolving an App Store review dispute with Apple, bringing Replit Agent 4 to mobile with parallel agents, team merge flows, and cross-workspace project viewing.
The 11th Xinye Technology Cup Global AI Algorithm Competition is now open, focusing on Chinese dialect dialogue tasks with a 300,000 RMB prize pool and direct slots to NLPCC2026, advancing AI for regional languages.
A daily curated roundup of Claude Code news, discussions, and links for developers.
Krea AI launches Krea 2, its first in-house foundation model focused on aesthetics and creative control, with features like style references and moodboards. User reviews are mixed, praising speed and interface but noting inconsistent quality and weak precision for small edits.