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Models, products and AI startups, near-duplicates collapsed to the most credible source

Opinion: Why MCP Was Always a Bad Idea

A Hacker News discussion argues that MCP, released by Anthropic in November 2024 for a time when LLMs were less capable, is now outdated. As users add many MCP servers, tool schemas cause context bloat, prompting generic search/execute workarounds from Composio, MintMCP and Pipedream. MCP was donated in 2025 to the Linux Foundation's Agentic AI Foundation.

Hacker News ·

Vocci launches $249 smart ring for meeting note-taking

Vocci released a $249 smart ring that records meetings and generates transcripts via a double-tap button. Weighing under 6 grams, it offers 8 hours of recording per charge and a charging case for three extra charges. However, the software is confusing, short notes yield overly long AI insights, and the ring form factor may raise privacy concerns.

TechCrunch ·

Qwen 27B runs autonomously for 3 weeks on one 3090

A user ran a quantized Qwen 27B locally on a single RTX 3090 for about 21 days with the goal of having the agent build its own CUDA inference engine. The run consumed roughly 230M tokens, spent about 83 hours in 699 compactions, and reached about half of llama.cpp's prefill speed while producing working kernels and benchmarks.

r/LocalLLaMA ·

LA County issues temporary ban on data centers

LA County's planning director issued a memorandum immediately prohibiting large-scale AI data centers in unincorporated areas while zoning rules are amended. The move follows an April motion by Supervisor Hilda Solis, unanimously approved by the Board of Supervisors, responding to San Gabriel Valley residents' public health and environmental concerns.

ABC7 Los Angeles ·

Survey: Doctors Triple AI Use, Triple Their Limits

A Wolters Kluwer survey of 355 US physicians and nurses found daily AI use tripled in a year, yet 74% fear AI erodes clinical skills and distrust outputs due to hallucinations, and 72% worry advertiser-driven models distort medical advice. Only 27% know their institution's AI governance policies.

Martin Cid Magazine ·

ChatGPT Tracks Off-Site Browsing via Ad Collector

An investigation found OpenAI's bzr.openai.com sets an __obi cookie tied to a user's ChatGPT account; advertiser-site OpenAI code sends it back with browsing data such as products, articles and purchases, letting OpenAI link off-site activity to accounts. The author reproduced the mechanism and observed 936 advertiser pixels across 1,029 hostnames.

Hacker News ·

Decontamination reports can't fix benchmark contamination, evaluator must own the test

A write-up argues lab-run decontamination reports cannot fix benchmark contamination: labs check themselves, corpora contain copyrighted works that can't be disclosed, and paraphrase, forum, GitHub, or synthetic-derived data evade matching. It proposes evaluators own the test, submissions never see labels, evaluation runs offline and is rebuilt from a named commit, and where possible test data is generated after submissions freeze, with only reproduced results counting.

r/MachineLearning ·

Chat-Based LLMs Replicate the Mechanisms of a Psychic's Con

A research article argues that the apparent intelligence of chat-based LLMs stems from user illusion, working like a psychic's cold reading by using validation statements. The author says LLMs are merely mathematical models of language tokens with no reasoning mechanism, making many proposed use cases borderline pseudoscience.

Hacker News ·
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