Blog
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One vendor misconfiguration behind four AI model breakout disclosures
Irregular confirmed a common cause behind breakout disclosures from OpenAI, Anthropic, Meta, and Google, framing them as one sandbox failure rather than…
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Google DeepMind’s Dream-RSI lets AI agents rehearse past searches to find better solutions faster
Dream-RSI from Google and DeepMind lets search agents replay past attempts to test new strategies cheaply, improving results across math and code…
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Why growing restaurant chains win at local search and AI visibility
Growing restaurant chains dominate local search and AI-driven results by centralizing data, standardizing menus, and building consistent entity signals across
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Google Local Knowledge Panel Now Shows an AI Overview
Google is adding an AI Overview inside the local knowledge panel, letting users expand into an AI Mode style chat from a…
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AllSpark releases Iris-mini and Iris-pro, the strongest open-weight search agents in their class
Chinese lab AllSpark has released Iris-mini and Iris-pro, open-weight search agents built on Qwen models that lead their size classes on four…
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Psychological Testing Methods Expose Weaknesses in AI Safety Benchmarks
A study of eight AI safety benchmarks shows how scores can be gamed, how tests can be 97% cheaper, and how to…
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Local AI Visibility Study: 200,000 Prompts Show How Often AI Recommends the Same Businesses
A study of 200,000 prompts found AI platforms recommend different local businesses each run, with only 32-38% mention rates vs 66% for…
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Calls and clicks keep falling as Google Maps becomes the destination
Google Maps is increasingly answering user intent directly, cutting calls and clicks to business websites. Here is what the data shows and…
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Minisforum N5 and MS-S1 Max-P495 mini-PCs pack AMD Ryzen AI Max+ Pro 495 for local AI
Minisforum’s N5 Max-P495 NAS and MS-S1 Max-P495 mini-PC use AMD’s Ryzen AI Max+ Pro 495 to run AI agents and large models…
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Google Tests Sending Product Listings Straight to the Merchant Site
Google is testing product listings in Search that send shoppers straight to a retailer’s product page instead of opening the multi-retailer overlay.
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Google Search Console AI Reporting Will Evolve Over Time
Google says Search Console AI reporting for AI Mode, AI Overviews, and Search will keep changing, with documentation updated when shifts are…
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How to Add a Google Search Profile Badge to Your Website
Google now lets you place a Search profile badge on your website so visitors can follow your content directly from your own…
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How to Rank in ChatGPT Search: A Practical Guide
How to rank in ChatGPT search by becoming the brand it recommends and describes favorably, with eight tactics you can apply to…
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Google TimesFM-3 Forecasts Sales From Weather, Discounts, and Related Products
Google TimesFM-3 forecasts demand using past sales plus weather, discount schedules, and related products, and it leads three public benchmarks.
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How AI Answers Are Reshaping Manufacturing SEO Visibility
AI Overviews now appear on 57% of tracked manufacturing searches. Here is what the data shows about mentions, citations, and AI traffic.














