Song Bac Toh

Great to see this showcase as I prepare for my session with Texas A&M University System tomorrow. ARMOR is enabling organizations globally to drive their AI journey securely! Remember that you get access to the full framework, for no cost on the WWT platform at: https://lnkd.in/gYkCWuPs #ARMOR #AIsecurity #Cybersecurity #WWT

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AMD and Oracle Cloud (OCI) to accelerate drug discovery with Absci, a clinical-stage biotech firm advancing novel therapeutics design with Gen AI. Learn more: https://lnkd.in/g5_Ytjj4 #TogetherWeAdvance_life

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Another great conversation with CX Today and Rob Scott🎙️- this time unpacking the vision and strategy behind our acquisition of Spiral. We covered: Why Deflection is a flawed strategy for AI in CX The shift to RCA and contact elimination And why you can't build a 2026 intelligence layer on your 2005 process and stack. Check it out!

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Another exciting day for our startup customers --> Gemini 3 Flash Launches Today! Gemini 3 Flash builds on the model series that developers and enterprises already love, optimized for high-frequency workflows that demand speed, without sacrificing quality. It allows enterprises to process near real-time information, automate complex workflows, and build responsive agentic applications. Gemini 3 Flash is built to be highly efficient, pushing the boundaries of quality at better price performance and faster speed. With a near real-time response from the model, businesses can now provide more engaging experiences for their end users at production scale, without sacrificing on quality. https://lnkd.in/grjBaJJD

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We chose a good subject for our march Autotech Council meeting, and after this year's CES, it seems even more obvious. Our meeting on the AI Defined Vehicle will show how it's a natural next step after the Software Defined Vehicle phase that we've been in Tesla launched the Model S in 2012. Now, most carmakers have SDVs. It's time to layer on the AI in user-facing roles, and in invisible functions managing the vehicle.

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AI is transforming every industry, and healthcare is leading the charge. With the HLTH conference taking place this week, all eyes are on the sector, and our research shows 73% of healthcare leaders reporting positive ROI from Gen AI within the first year. Globally, customers are using AI to fight care worker burnout, speed up research and drug discovery, and completely change how they deliver care. Check out a few examples of what’s happening now: 🗒️ Hackensack Meridian Health gave over 7,000 clinicians a Gemini-powered tool to summarize clinical notes, seriously cutting down on paperwork time  🩺 IKS Health is using a smart multi-agent system to automate up to 80% of routine admin tasks, allowing staff to focus solely on patients  💊 Castor is making drug discovery way faster, using AI agents to cut complex research tasks from 40 hours to under 4  🎀 Color Health uses an AI agent to smooth out the logistics of breast cancer screening for thousands of women, meaning more people get screened earlier These AI tools aren’t just a nice-to-have, they’re becoming the new game-changer for boosting growth and efficiency across the care process. Huge kudos to the incredible Google Cloud team at HLTH this week, Aashima Gupta, Shweta Maniar, Ryan A. Terry, Francis deSouza. https://lnkd.in/dViHH8sy #GoogleCloud #GenerativeAI #HealthcareAI #HealthTech #AI

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I’m looking forward to joining fellow healthcare and AI leaders at AI Summit 2026, hosted by the AI for PI Community, on October 6–7 in Atlanta. 👉 https://lnkd.in/egHcpMSZ As AI adoption accelerates in Payment Integrity, the differentiator is no longer model novelty — it’s reliability in production. ML, GenAI, and agentic AI only create value when their behavior is consistent, governed, and trusted in real-world #healthtech operations. From my perspective as a VP of AI, the goal is to turn advanced models into operational systems: * AI that runs before payment, not just after * GenAI that augments investigators and clinical reviewers, not replaces them * Models that are explainable, auditable, and regulator-ready * Architectures that scale across payers without sacrificing governance That’s where #ReliableAI becomes foundational. Reliability is what allows AI — and especially agentic systems — to act upstream with confidence. Codoxo AI rests on four pillars: 1. Compliant — secure, certified, and regulator-ready across data, models, and infrastructure 2. Explainable — interpretable outputs that enable confident human decision-making and next-best actions 3. Fair — embedded bias controls with continuous monitoring over time 4. Auditable — full traceability across model versions, tests, and outcome logs As agentic AI begins to coordinate workflows and decisions autonomously, these pillars become non-negotiable. Without reliability, autonomy amplifies risk; with it, agentic AI becomes a force multiplier for prevention-first operations. This Summit brings together leaders building real AI systems in production — not demos — and shaping what the next era of Payment Integrity will look like. Looking forward to the conversations ahead. #HealthcareAI #HealthTech #DigitalHealth #AIinHealthcare #AI4Good #Data4Good #GenerativeAI #AgenticAI #MachineLearning #ResponsibleAI #ReliableAI #PaymentIntegrity #AILeadership

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NEW JOB TITLES IF YOU ARE DEPLOYING AGENTIC AI🤓😜 If you’re deploying agentic AI in a regulated industry… Congratulations. You just created a whole new org chart. Because the moment an AI agent touches healthcare, law, insurance, or finance, you don’t just have “AI.” And the rules about accountability and professional responsibility have not changed. Here are the new job titles every regulated industry will have to consider: 1. Chief “Who Approved This?” Officer 2. Licensed AI Babysitter 3. Director of Nope 4. AI Hallucination Containment Lead 5. Stop-the-Line Button Owner 6. Head of Proof (a.k.a. Exhibit A) 7. AI Decision Trail Detective 8. Regulator Whisperer 9. VP of “That’s Not What We Meant” 10. AI Permission Police 11. Professional Responsibility Enforcer 12. The Person Who Gets Deposed But when the board, regulators, or judge asks: “Who approved this?” “The system did” is not an answer. It’s a confession. Protect the people you serve, including yourself. #iGovernAI™ 🤓❣️ #GovernBeforeYouAutomate™ #GovernBeforeYouInnovate™

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