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The Architecture Behind AI-Native Revenue Automation
In our new white paper, The Architecture Behind AI-Native Revenue Automation, Tabs CTO Deepak Bapat breaks down what it actually takes to apply AI to revenue workflows without breaking the books.
You’ll learn why probabilistic reasoning isn’t enough for finance, how Tabs pairs LLMs with deterministic logic, and why a unified Commercial Graph is the foundation for scalable, audit-ready automation. From contract interpretation to cash application, this paper goes deep on where AI belongs—and where it absolutely doesn’t.
If you’re evaluating AI for billing, collections, or revenue operations, this is the architecture perspective most vendors won’t show you.
Father Sues Google After Gemini AI Allegedly Fueled Son's Fatal Delusion Leading to Suicide
Google faces lawsuit alleging Gemini chatbot drove user into psychotic break and suicide, treating deteriorating mental state as engagement opportunity rather than crisis. Attorney represents multiple similar cases against AI companies. Read more
AI Chatbots from Meta, Google, and OpenAI Direct Vulnerable Users to Illegal Online Casinos
Guardian investigation found ChatGPT, Gemini, Meta AI, and Microsoft Copilot recommend unlicensed offshore casinos and advise bypassing UK's GamStop gambling self-exclusion system. Meta AI called legally required protections a "buzzkill." Read more
Microsoft Warns Hackers Using Agentic AI to Automate End-to-End Cyberattacks at Machine Speed
North Korean groups deploy AI agents for autonomous reconnaissance, infrastructure provisioning, and malware creation through plain English commands. Microsoft warns attacks now execute at 100x human speed with automatic retry. Read more
OpenAI Revenue Hits $25 Billion Annualized as Enterprise Expansion Accelerates 17% From Year-End
ChatGPT maker reached $25B annualized revenue in February, up from effectively zero in late 2022. Company prepares for potential $1 trillion IPO as Anthropic closes gap at $9B despite Pentagon supply chain designation. Read more
Sheffield Student Uses AI Text-to-Speech to Preserve Manx Language for 2,200 Remaining Speakers
Chris Bartley builds speech recognition tools to ease transcription burden on Isle of Man's critically endangered Gaelic language speakers. AI shifts preservation work from mechanical tasks to teaching and content creation. Read more
📢 The Signal Behind the Noise
When engagement algorithms treat psychosis as plot development, recommend illegal casinos as competitive bonuses, and enable hackers to automate attacks at machine speed, the pattern is clear: optimization without guardrails doesn't just fail—it weaponizes. The companies building the fastest-growing technology in history are discovering that moving fast and breaking things takes on different meaning when the things breaking are people.
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