AnalyticsInnovations - Inspire @AnalyticsInnova
Analytics, BIG data, ML/AI Predictive Models FIRST - CRMportals Inc.- netAIsys, and Institute of Analytics USA - Billion people predictive inspirations CRMportals.com Fort Worth, TX, USA Joined July 2009-
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🚨 Google just dropped 150 pages on Health AI Agents. 7,000 annotations. 1,100 expert hours — but the real value isn’t in the big metrics. It’s the shift in design philosophy. Instead of a monolithic “Doctor-GPT,” Google’s Personal Health Agent (PHA) orchestrates 3 specialists: ✸ Data Science Agent → analyzes wearables + labs. ✸ Domain Expert Agent → grounds outputs in medical knowledge + checks facts. ✸ Health Coach Agent → guides conversations, goals, empathy. 10 benchmarks. 7,000 annotations. 1,100+ expert hours. The outcome? More accurate insights. More trusted summaries. Stronger engagement than baseline LLMs. The orchestrator ties them together with memory (user goals, barriers, insights). ⚡ Results ✸ Outperformed baselines across 10 benchmarks. ✸ End-users preferred PHA over single-agent + parallel systems (20 participants, 50 personas). ✸ Experts rated it 5.7%–39% better than baselines on complex health queries. ⚡ Design principles ✸ Address comprehensive user needs. ✸ Adaptive support → dynamically combine agents. ✸ Low user burden → don’t ask for data you can infer. ✸ Keep it simple → avoid unnecessary latency. ⚡ User journeys tested • General health Q&A • Personal data interpretation (wearables, biomarkers) • Wellness advice (sleep, nutrition, activity) • Symptom assessment (still limited, no diagnosis) ⚡ Limitations + future ✸ Slower than single-agent (244s vs 36s avg). ✸ Needs safeguards: bias audits, privacy, regulatory compliance. ✸ Next frontier: adaptive style → empathy vs accountability depending on user state. ⚡ The takeaway Google’s PHA shows the path forward: Not a “super doctor bot.” But modular, specialized, agentic crews. Healthcare is just the first test. Tomorrow: finance, law, education, science. Google 150 Health AI Agents: arxiv.org/pdf/2508.20148 ≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣≣ ⫸ From confused to confident AI agent builder in 30 days? Stop watching tutorials. Start building. 𝟯𝟬 𝗗𝗮𝘆𝘀 × 𝟭 𝗛𝗼𝘂𝗿/𝗗𝗮𝘆 = 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁 𝗠𝗮𝘀𝘁𝗲𝗿𝘆 ✔ 9 real-world agents ✔ 5 frameworks: MCP · LangGraph · PydanticAI · CrewAI · Swarm ✔ Working code, not toy examples 1,500+ developers ⭐⭐⭐⭐⭐ | 90+ countries 👉 𝗦𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝟯𝟬-𝗗𝗮𝘆 𝗝𝗼𝘂𝗿𝗻𝗲𝘆 (𝟱𝟲% 𝗢𝗙𝗙): maryammiradi.com/ai-agents-mast…
@VivekGRamaswamy linkedin.com/feed/update/ur… - The Most Famous HAIR CUT in the History of USA - A Rejuvenation for US Economy
NVIDIA CEO Jensen Huang Leaves Everyone SPEECHLESS (Supercut) youtube.com/clip/UgkxW_UAU… via @YouTube
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GIF file explaining how Transformers are doing the encoding... the other half is how the decoding is done... which is not here. Nonetheless, a great effort by the creator.
@shushant_l Hi Shushant, thanks for the post. How do we know these are not just videos taken and prompt engineering statement is reverse engineered; in other words, this is not done by AI, but posted using actual videos? Thanks
@shushant_l The physics of running on the moon is not exhibited truthfully.
@MuskUniverseUsa 3452839
Managers often want to know how to apply the AUC curve for decision-making that directly connects to dollars and cents. Here is one slide demonstration.
I've spent months collecting the best AI cheat sheets. Here are the top 8 AI cheat sheets that will save you hours of work (for free): 1. Ultimate ChatGPT cheat sheet
Human communication 2.0. Communication using magnetic waves ! So what is Human Communication 1.0? It is the linguistic development, which we have come a long way and distinguished us from animals! CRM Portals LLC Institute Of…lnkd.in/gD6-bYyY lnkd.in/gHcghba7
Python libraries for LLM dev work. InstituteofAnalytics (USA)(TM) CRM Portals LLC Python for Data Science lnkd.in/gVVNkHYE
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Focused collection of AI ethics and equity training materials! #aiethics #healthcare # lnkd.in/gTzafTqV
Are you thinking of integrating LLM into your internal corpus? This could be a great start. #artificialintelligence #llm #datasciences lnkd.in/g-z5t_Jp
💡 Join us as we delve into the captivating realm of Generative AI, a technology that is revolutionizing the way we create, innovate, and interact with machines. Dr. Nethra Sambamoorthi, a recognized industry expert in artificial intelligence and a true p…lnkd.in/g7qkvhyJ
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AIBDA 2026 @aibda2025
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8.1M Followers 492 Following Representative for CA-11, fighting for the people of San Francisco. 52nd Speaker of the House. Wife, mother, grandmother, dark chocolate connoisseur.
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