AnalyticsInnovations - Inspire

Analytics, BIG data, ML/AI Predictive Models FIRST - CRMportals Inc.- netAIsys, and Institute of Analytics USA - Billion people predictive inspirations

[Maryam Miradi, PhD @MaryamMiradi]

🚨 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: https://t.co/cDp9kCiPxm

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⫸ 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): https://t.co/5i2v1fIrhJ

[AnalyticsInnovations - Inspire @AnalyticsInnova]

@CNN @NBCNews @ABC @MSNBC @CBSNews @Harvard @NorthwesternU - https://t.co/IwJGNA76J0

[AnalyticsInnovations - Inspire @AnalyticsInnova]

@VivekGRamaswamy https://t.co/rd8YHyGq4L - The Most Famous HAIR CUT in the History of USA - A Rejuvenation for US Economy

[AnalyticsInnovations - Inspire @AnalyticsInnova]

NVIDIA CEO Jensen Huang Leaves Everyone SPEECHLESS (Supercut) https://t.co/a9NJuVqH7F via @YouTube

[AnalyticsInnovations - Inspire @AnalyticsInnova]

Looking for REMOTE AI Engineers ? We support you with an AI Engineering Team for the same cost of one one AI Engineer. Contact me...

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[AnalyticsInnovations - Inspire @AnalyticsInnova]

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.

[Santiago @svpino]

Large Language Models don't reason.

Thank you,
Apple.

[AnalyticsInnovations - Inspire @AnalyticsInnova]

@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

[AnalyticsInnovations - Inspire @AnalyticsInnova]

@shushant_l The physics of running on the moon is not exhibited truthfully.

[AnalyticsInnovations - Inspire @AnalyticsInnova]

@MuskUniverseUsa 3452839

[AnalyticsInnovations - Inspire @AnalyticsInnova]

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.

[Moritz Kremb @moritzkremb]

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

[AnalyticsInnovations - Inspire @AnalyticsInnova]

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…https://t.co/VHobtIQpO9 https://t.co/Cw7xD8HNzO

[AnalyticsInnovations - Inspire @AnalyticsInnova]

Python libraries for LLM dev work.

InstituteofAnalytics (USA)(TM) CRM Portals LLC Python for Data Science https://t.co/G3EShEHEgu

[AnalyticsInnovations - Inspire @AnalyticsInnova]

Traffic Management with AI/ML for Real Time Resource Management. Experience seamless commuting with real-time AI analysis.

By leveraging machine learning techniques, traffic management systems can monitor and analyze data from various sources such as…https://t.co/EH731Co4Zr

[AnalyticsInnovations - Inspire @AnalyticsInnova]

Focused collection of AI ethics and equity training materials!

#aiethics #healthcare # https://t.co/m1tjb9nZc1

[AnalyticsInnovations - Inspire @AnalyticsInnova]

Are you thinking of integrating LLM into your internal corpus? This could be a great start.

#artificialintelligence #llm #datasciences https://t.co/KHIZI9mLNg

[AnalyticsInnovations - Inspire @AnalyticsInnova]

💡 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…https://t.co/Y8e2Y6QpkC

[AnalyticsInnovations - Inspire @AnalyticsInnova]

🔥 Exciting News! Join the Conclave Today and Discover the Future of Generative AI with Dr. Nethra Sambamoorthi, Founder of CRM Portals! 🔥

🎉 Attention LinkedIn Community! 🎉

Are you ready to witness the groundbreaking possibilities of Generative AI? W…https://t.co/51rWIl7ZYI