amarrnaik
@amarrnaik
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Bridging people, systems, data & AI | Engineering Leader @TELUS_Digital | IEEE | ACM | Service above self | Driving responsible innovation & digital impact
Milky Galaxy
Joined February 2010
*AI has overtaken humans in generating content* on the internet. It's just that we've moved to using different tools! Earlier we could have used Google (a search), MS Word (a document creator) & Photoshop (image creator-editor), & now we use ChatGPT, Gemini, Claude, etc. (TOI)
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Migration is like gravity. You can't stop it no matter how much politics gets involved Right now, India is very young from Rajasthan to Assam. Blue everywhere. India is getting old across south western coast. You don't need rocket science to explain 2030s & 2040s migrations!
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Excited to announce I’ll be speaking at PyData Global 2025! Join us online Dec. 9-11 for talks, tutorials, and networking. Tickets: https://t.co/Ek6NJw9xc7
#PyDataGlobal25 #PyData #NumFOCUS @PyDataGlobal
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*October export data shows an overall decline of 8.59% y-o-y.* Telecom instruments (mobile phones, mostly) were up 204%, though! (FE)
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*Poor air quality, and massive urbanisation is bringing the focus back on to the effectiveness of tree transplantation.* Is it being done correctly? Is it being monitored well? Here's some data from Maharashtra. (TOI)
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*73 lakh vehicles have a "manufacturing date" that's AFTER the "purchase date"!* Some EVs seem to have been manufactured way back in... 1996! 34.2 lakh vehicles have a laden weight of Zero, or negative! How accurate is the VAHAN vehicle registration database?? (TOI)
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*Want to recover from surgery faster? Listen to music.* In fact, listen to music to "recover" from anything, faster! (FE)
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*Productivity of the World's 30 biggest Economies* in terms of GDP per hour worked. India grew from $4.3 in 2005 to $10.7 in 2025. In the same period China grew from $4.5 to $19.8 (Voronoi by Vishal Capitalist)
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*Internet slang used by GenZ (1997-2010) and Gen Alpha (2010-2024) are deciding the Word Of The Year.* BTW, do you know the meaning of aura farming, biohack, rage bait, 67, rizz, skibiddi and parasocial? No? You're not alone! @livemint
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"Elon Musk is working on the most important areas of A.I. xAI is working on foundation cognitive intelligence A.I., Tesla is working on autonomous vehicles. Optimus is for humanoid robotics. He is very optimistic about the future of A.I."
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All Sholay male actors are now gone (om shanti) #DharmendraDeol Amjad Khan Sanjeev Kumar A K Hangal Asrani Jagdeep MacMohan Viju Khote Satyen Kappur The only two alive are ones who died in movie! #AmitabhBachchan Sachin Pilgaonkar Enjoy each moment of #life
#Bollywood
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My deepest condolences go out to his family, colleagues, and countless admirers. May his soul find eternal peace, and may his magnificent legacy continue to inspire #OmShanti #RestInPeace
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Dharmendra ji's unforgettable performances, genuine humanity on screen, and decades of remarkable contribution to our film culture have left an indelible mark on generations. #DharmendraDeol #Bollywood
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Which layer is your team struggling with right now: Orchestration or Governance? Let me know! #LLMOps #AIgovernance #TechStack #MachineLearning
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The question isn't whether to build agents, but whether you'll build them properly. I broke down full Agentic Workflow Orchestration Stack (4 levels vs 9 layers) & competitive advantage in the full article Read the definitive guide & stop Vibe Coding:
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The gap between a promising demo and a system that drives real business value isn't the technology—it's the systematic thinking holding it together. You can't scale agents using old software delivery...
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To scale, L1-L4 must decompose into 9 Layers. The key to production reliability is making L1 (Evaluation) and L8 (Oversight) non-negotiable. This is the system that ensures compliance, predictability, and sustainable innovation. Stop debugging, start engineering.
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Every robust system starts with a strategic blueprint. The 4 Levels map strategy to scope: Agent Core (The Brain) Multi-Agent Layer (The Team) Workflow Orchestration (The Conductor) Enterprise Integration (The Ecosystem)
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