AI News Roundup, Qwen 3.7 Moves Forward & Giotto.ai Goes Portable | Midnight Signal AI

Midnight Signal AI — AI news from the last 24 hours. Today's lead: GNews Qwen model — Alibaba's Qwen team pushes forward with Qwen 3.7 release amid export-control headwinds - Startup Fortune In this episode: - GNews Qwen model: Alibaba's Qwen team pushes forward with Qwen 3.7 release amid export-control headwinds - Startup Fortune - GNews AI model launch: Giotto.ai Launches Portable AI for Enterprises, Advanced Reasoning From Cloud to Workstation - TradingView - GNews GPT new model: ChatGPT Can Now Connect to Your Bank Account: OpenAI Launches Personal Finance Preview in the US - H2S Media - GNews GPT new model: OpenAI launches mobile version of Codex coding tool - Qazinform - arXiv cs.AI: Ensemble Monitoring for AI Control: Diverse Signals Outweigh More Compute - arXiv cs.AI: Can We Trust AI-Inferred User States. A Psychometric Framework for Validating the Reliability of Users States Classification by LLMs in Operational Environments - arXiv cs.AI: How to Train Your Advisor: Steering Black-Box LLMs with Advisor Models - GNews Elon Musk AI: Elon Musk Loses Bid to Overhaul OpenAI - StartupHub.ai Question: What's the one AI story today that you think most people are missing? Sources (selection): 1. GNews Qwen model — Alibaba's Qwen team pushes forward with Qwen 3.7 release amid export-control headwinds - Startup Fortune https://news.google.com/rss/articles/CBMisgFBVV95cUxPazFWVUJHOXFmbUJ4dmxwLUJsNHQ4REh0bENidmt4TEFUMmpVTWNVZlVHR0FtMXdIejhXeHpyQUY3Ti1reGJYSkRlS2VkMFBjQ2hTQ3ZmMU1tcmxOUTlsai1GQkdGd1ZZWjNyZWJrc0dKamVqdG5EMkd6TG1CNV8xaTlja3BNLWhuaUxOdnFOT2hGMW95SHZFek9DZTluN3FPc1FOMXlqWnQzQ29Vc0RfQUFn?oc=5 2. GNews AI model launch — Giotto.ai Launches Portable AI for Enterprises, Advanced Reasoning From Cloud to Workstation - TradingView https://news.google.com/rss/articles/CBMi3gFBVV95cUxQZHE3WnlXOG0yWnJBQW9LOXVDV0RrNzZUTE1tTHI0YWdMNWZ6bFNtSDI5VS05MjlDN1g4VzlYU1Iyd2xFaFJFdUliR0M5SGtSM2pJQm1LUlJDX0dZVnRBd0ZMbjljcFVNY1hJUXpMRmloZGJUaGV0eWJiTGNLVmlhTm1kRWo0dzc0ZTF6WWtLeXFFYTVpYXQ2WkNRUGdfYUN3d1J2X3lzem9qOG96TVdrVnJad2x4ZFo1dU9XdmtkRDlJaG8xbFRNdU93a185Vk9hY0xoWTltbWRKV2VfSFE?oc=5 3. GNews GPT new model — ChatGPT Can Now Connect to Your Bank Account: OpenAI Launches Personal Finance Preview in the US - H2S Media https://news.google.com/rss/articles/CBMikAFBVV95cUxPYVZwWTBFejVkTGJjbEhTM0VMT2RDSGd3N2JlWVpVSURmV2RGdEQ1MjVnTFo1amYyOVQyS1VSRGJtRmZCUzc5ek9NXzFNMzBiU0l5Z01vQUI4YU8xd1lROVUwaXVic2pFRk1IekhpcHA4eFJJeDRlQW1MZXh2Y2Zac1JqM2ozbkpObHR5Tm1zSnE?oc=5 4. GNews GPT new model — OpenAI launches mobile version of Codex coding tool - Qazinform https://news.google.com/rss/articles/CBMijgFBVV95cUxOSXczcFhsQlVUMkVrXzZIc1FKdkJuS3RNc3llZ25zMGl5Nk1jRnNFUFhnNklWRnEwNWZGYm9mdVF2RE56dk8wWE95SnhUcVhJQnUtY282bVdHSnozWmthZ0tmaW0yNW9sYndzWUtuTV9RbHNhd2JHb0lRVDNrbTZlTkVDeXRTTmZ6UHhMdEdn0gGOAUFVX3lxTE5Xd1VVTDJlRmNRQ1hPVEhLYWI0elFtWEEtLWJ4b2pmajdxaFNfeThpeno1MkNIajhXRzRsN041cElLb25yNzRoUnJHQXExNW5rdHlMQXZlT0JFcWtteDQzV0FWb3RHQzI4MmMwWUc2UnRJVDRDWFdwNmxoVlJyU1VudWlUY0hrdGRheWRYZ1E?oc=5 5. arXiv cs.AI — Ensemble Monitoring for AI Control: Diverse Signals Outweigh More Compute https://arxiv.org/abs/2605.15377 6. arXiv cs.AI — Can We Trust AI-Inferred User States. A Psychometric Framework for Validating the Reliability of Users States Classification by LLMs in Operational Environments https://arxiv.org/abs/2605.15734 7. arXiv cs.AI — How to Train Your Advisor: Steering Black-Box LLMs with Advisor Models https://arxiv.org/abs/2510.02453 8. GNews Elon Musk AI — Elon Musk Loses Bid to Overhaul OpenAI - StartupHub.ai https://news.google.com/rss/articles/CBMiowFBVV95cUxONkhEb28zZHBNTkdkYWFRYkNzTXdMQzlGTldiZE9KdmRCcDQzZUVDRGQtRnNKT3o3WU1YSUtfWl9NYjR4dmhvQVVKOXZVNFRzVFV2V2dXN1RxUW52U2JLQjRQWTVjUVVMd0xHWW5Vbk1rZUVrVm9RSFg3NEtEVXR6MmlWYkU5aEZsMUJwbHpZanQ3bXBqR2VFNUYxN3BnaTRoa2JN?oc=5 9. GNews Elon Musk AI — Elon Musk vows to appeal OpenAI verdict, saying there's 'no question' Sam Altman enriched himself - Business Insider https://news.google.com/rss/articles/CBMihAFBVV95cUxPTVo3VlN2aml0WDl0aU1Ub085ZGlReUlPYzQwaTltd3l2NmljRnFKR0xObUp0b0d4UXRwTDYwR1M4UWlFLVkwaTcxUUFMbXVQWlpLUGM1c29telNScy0zS2lyNzVBTENZcUFWLWQ3QzUxLUZZTExWRkhWUW5qTFJYbkpnU1I?oc=5 10. GNews Sam Altman — Elon Musk Loses $150 Billion Suit Against OpenAI and Sam Altman - The New York Times https://news.google.com/rss/articles/CBMijwFBVV95cUxOekVDTHVodFJGOXJnclNHZVFzM09NVUt1ZXE1UXpsQ055b1d1M1d4Qko1LUpybjBwblJIT1dVQTVMdmQxVVQ4emktUDRPcFRtcjZQTzZiZS1Ub3V0Mk84SGMwRTc5OUJqTWR1UDNiZGpRTXcwcTVVd2I1TlZhdkh3OFhLbWRvOW5aRWg0MVI2aw?oc=5 11. GNews Sam Altman — Elon Musk loses key lawsuit against OpenAI’s Sam Altman over the future of AI - Diario AS https://news.google.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?oc=5 12. GNews Elon Musk AI — OpenAI’s courtroom win over Elon Musk clears a major obstacle to an IPO - Fast Company https://news.google.com/rss/articles/CBMiqwFBVV95cUxNbVVFaktoMGE1dl9BZmFBNGNRSktWWjhNTDhZUmo1OUtzWlA4SzhUVS1kN1h1WU5tV0FfQWp6WDJnclVOTGEyMzVIUkJDX29KVmlVRWoyOHlITG9lVHNuZ0JjQTQ1alQwaTE3YkZrRl9nNXdZNG82UldsQ0tQX0J4Q3J4N193VWI4SmlULW1pTmNRNFE2LS1Pb0NTSGFJVjFOQUpNdVQxTGZEOFk?oc=5 13. GNews Elon Musk AI — Federal jury sides with OpenAI in feud with Elon Musk - KRON4 https://news.google.com/rss/articles/CBMimwFBVV95cUxQWGRxLVVBTHdkWUZKd2hMZnVrVnctVFNySlI4RW5mQ3FJdlBlNy0tSnhiM2JyeEt1NXZTSUszZ2d6Z21NMFpBYUsyZjJ4YWFZN25fOVRjUjdWV25qd3VYTzhBS0JZdGdUa3QtMjRsZTc3SXF6S0pVWko1UDNzYkR6YnlGNFpRRlJETzVFanpCSDhja09WbnZZcFdsMNIBoAFBVV95cUxOYzZ4R1BNZlFjc0plSW9WRHhVOUd1dVhRZG82S1JoSEVWRGpHV2x4cHIyVE5NZHRqSFR6MmlxQng5U3kzbl85MHN4Wk51bnU2YXhXTjNSTkc5LVBVMTFLWHIxWkdyTjRWOHppU3FhVm05cU0wV2g5b2RhcnFyc1JydmJvbTNNdmlfWlI4Q2p0UkFxZnJOLXpibUtfN3JKQl9E?oc=5 14. GNews Sam Altman — Elon Musk Loses Lawsuit Against OpenAI, Sam Altman - HuffPost https://news.google.com/rss/articles/CBMimAFBVV95cUxNMi16Tmxod3AzaHBfZzBxOXpPeUxObWY4QUhZdE1vcV9ZZWRLdmFMbEprdmJ6UGJHcEw5dFNST0hDLVF6NUhUZkhLS2xYbTNjazlMMWh4VFkwbGNLaG5fUkx6a1JWeks1MHRlYi1PX0xrVzZPUFVtNzFYa0tFLW1fRjRUNTE5UTV6alZGODYxQUNiLVhBaGkxTNIBngFBVV95cUxOUGhoWG9jQTNoSm5Hb0o0d1lFWHhjdDRoTmhoQkxKckNYaXUwcXlZdWdxaHdoenhlellNRWtTakVCWGdabHJ0Tnh6MmRsd0tIMkdyNWo4Wk1CVExaRjJjNXpVWnllOHRFdVByS2JSMlhCZ1F6endZdmUycG1aYlJXdXkxZ3ROelZnUF9Mcmc3Tm12eUhhX0cybnlyV0tIdw?oc=5 15. GNews Jensen Huang — Nvidia earnings call drama: Will Jensen Huang talk 'Trump' and China chips after Xi summit? - CNBC https://news.google.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?oc=5 16. GNews Elon Musk AI — Elon Musk Reportedly Owes Quite A Few Of His Employees $420 - Engadget https://news.google.com/rss/articles/CBMiogFBVV95cUxPeUM0M2VUZkdhOFJuUmpVT3ZUVVFmMTVFSFN5NmxnNUpuNEdpaDRnLU8yZFo3WTAwZE8tZ1duZk9MeWdIWHpycngtNngxMmZfck51TTAxWnB4NFFkTThPbWJmUHFzdEJXWnVKT0puSHZhaEUxSzFwR1hvLVl1VGlYVWVlSW52b1BZdVdTQlk1RDc3TXRtU3BuRUJTVzR2YTdCRHc?oc=5 17. GNews GPT new model — India crosses 1 billion image creation mark on ChatGPT Images 2.0: Open AI CEO Sam Altman - The Tribune https://news.google.com/rss/articles/CBMiyAFBVV95cUxOTUE1VkY3eG02aXUweWEwbEtQNEtLdjJ4M1pvMWxpbktMRndfQXBOU0o4QUJ3dWhGeXEwTm5KQ0NHcE5FNy1PUm44ZWtQMU5rVkE2bVQwbm9pNk1TVzJxMF9ZR2VzTU9iWjkyWENFX055aEk4MDgtbG5DYkFCbnZQOXBKaExtMjgyMDJIV3NHWDd4SUp5TVQ3UHh4dXpGWVVyblhYZU5LRXBPRVZMbmNGbGJVYTZ6WEprN0hpQmpRQmVZS21wYjQ4Wg?oc=5 18. GNews Elon Musk AI — Elon Musk Sounds Alarm as Citadel’s Ken Griffin Warns AI Is Already Stealing PhD Finance Jobs - TipRanks https://news.google.com/rss/articles/CBMivwFBVV95cUxQYmNxZ180aDZLZDFXSjBoS1NGQ2J6WFo4bl80MGZUbjZiX3Jka09UZGIzWFlzdW40R2FOZTJrdm43NWhMQ0d3eDNwNmcybnVrcUI1TEQzMUpORTZBd1BoYXZwMjRaRDFKcXJoQUt5R2k0Q203Z2RlQTRONnhpRmZlSlJTRUdzOUx6LS1UWDk5QVNHendlS1RILWJTRVpaeE82cUVYTjk4SjRfb1RHN2pOVzQtZGtfa200Y1h4YjRLMA?oc=5 19. GNews Mark Zuckerberg AI — Mark Zuckerberg Leading META AI Predicts the Price of Solana by The End of 2026 - icobench.com https://news.google.com/rss/articles/CBMiqgFBVV95cUxPWTAxYUVXd3BkQWlJWE41XzNqNlBPY3ZkSmZEajRERkhiVGxEZGNBZjV1V3dPRlJFYV9MSXQxWmNWWlNHc3JtbUNPUmUwS2Zwbkw5Zzd2MDJnX05qam1wUFFUbUtxSTg0UGJ2Nmo3bGk5NE54UVlPOUU3NjQ1Z1k3MEg2UDdlOGNvbnZybEdheVlIZXZFLUV5TTVRU19IYlJzcFJONlhZTGJ1UQ?oc=5 20. GNews Dario Amodei — AI can make software super cheap or even free, says Dario Amodei | Anthropic has not confirmed an IPO date | Inshorts - Inshorts https://news.google.com/rss/articles/CBMiqwFBVV95cUxNZmE3NjRWVTZwZVc2TVZ5bWtMWUt1dGFZTC1oM0RjM3p4QVE2ZUVaYklRRWhoeDY3MkFZTy1XTnMtbVpIQ3FwVV9FaENhV01RZENHaUlxTW02OUlkY3hNVXAtWk01b3BqQWQ4RjhSQ3owSVhZRjdkb3lTSjNtdkFOcGRRbmU0WThQTlFSN3E4MUVTeVN6SjFBajNVSHZ6WlhqSlRMUEpSVWM0cTjSAbABQVVfeXFMUGdqSmljRk8wVmVyY3doNUlKb3hZemdQazA0SVNsaEJLcEdGaHdWQmx0NHZ0NU5acVBheG5oYUsyeUxpbXU2d05nVGtXbUNIdFZnT3RjakVTY05ra2RNRU1xczMxbUI4X3NfWTlnT1RRaTgwOXo3OGwyNUdITWtJcVFYZENUX1I1aTNPZy1GVFY3b3NybldPWWxyZEc5ZkdnVjdCOVhGMW1fbHIxdFdpZUU?oc=5 21. GNews Dario Amodei — “I don’t think there’s an awareness of what is coming”: Anthropic CEO Dario Amodei says AI could... - Moneycontrol.com https://news.google.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?oc=5 22. GNews Sundar Pichai AI — Google I/O 2026: When and where to watch Sundar Pichai’s keynote live - The Indian Express https://news.google.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?oc=5 23. GNews Sam Altman — OpenAI CEO Sam Altman Highlights India’s Massive Adoption of ChatGPT Images 2.0 After 1 Billion AI Creations - Mashable India https://news.google.com/rss/articles/CBMi0gFBVV95cUxPT2x2aVc3emVoV3hJQXBYaUlVWXVkeXllcnFSb044Skh0SnZWR1Y2eXlzVUlVd3lIOG9WZURxYUdSbkxpY2ZZOTBtSTVHSUN6ejJXdVBGZzNlejM4LXhLMERZeHo4NG43X1h6ZXVGZXFYSkpjb25xYl9NV2xabS1CRFJWSkJ5UTBfRkg1Q3U4ckswNDhHVXkzUE9yVjQyckhGc1BmdTRuQlVld1Y4SXhySVpVa3d0S1NhVTJHT1lvNGdGcHhMckR2VktGTU1FVU1VR2c?oc=5 24. GNews Elon Musk AI — Mark Cuban Thinks Elon Musk And DOGE Could Use AI To Reinvent Government: Here's What The Billionaire Thi - Benzinga https://news.google.com/rss/articles/CBMilwFBVV95cUxPQ0hSQ2RGb1lLSG1oYmRidG5EU09LdkRqZFI2czBhZXdmOWN6NE41X1NYME9BN1B4a2M1S3Zyb2RqSG9fMllQbFVObXBVQzdUWVRJbUdzVjhXT2hwM2ZwM2o4MkZvcWppSE9iUFdOVlBtQkZOc3FycXRlSW9KRkx6T254TXd3QTNUNU5kRTJ2VE1udnVyWElB?oc=5 25. GNews GPT new model — OpenAI CEO Sam Altman says ChatGPT Images 2.0 ‘loves India’ as users create 1 billion images: Biggest tre - The Times of India https://news.google.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?oc=5 — Automated brief. Reporting may evolve after publication.