tag:blogger.com,1999:blog-65688639212092706522026-04-01T23:11:47.248+05:30Data Science, Database, AI Startups and Domain Learning's (Video-Image-Text-Data-Database)Deep Learning - Machine Learning - Data(base), NLP, Video - SQL Learning's - Startups - (Learn - Code - Coach - Teach - Innovate) - Retail - Supply Chain Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.comBlogger2073125tag:blogger.com,1999:blog-6568863921209270652.post-13481039078252618182026-04-01T23:11:00.007+05:302026-04-01T23:11:47.111+05:30ESG leadership exploring domain‑specific ESG solutions? Let’s talk.Common pain points I hear: fragmented plant/supplier data, manual ESG/BRSR/CSRD spreadsheets, and generic tools that don’t fit textiles/fashion/manufacturing realities.If you’re a CSO/Head of ESG, CFO/CIO for ESG data & systems, or an ESG/impact investor interested in sector‑specific ESG infra, I’d love to connect, understand your current challenges, and explore a low‑risk pilot or Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-70672612305921540162026-02-23T21:01:00.004+05:302026-02-23T21:01:25.805+05:30Vector Databases Reads Milvus Notes - Index / consistency / availability options#1. Index type - usecaseIVF_FLAT - High-speed queryIVF_PQ - Very high-speed queryHNSW - High-speed queryInverted File (IVF): An IVF index divides the vector space into several clusters and holds an inverted file for each cluster, recording which vectors belong to the cluster.IVF Flat: This is a combination of IVF and flat index. Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-80274242862738231822025-11-24T12:33:00.000+05:302025-11-24T12:33:00.121+05:30Phygitalytics Welcome to Phygitalytics!!!Thank you to all past, present, and future customers!Happy Responsible AI Adoption!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-69449204259230753352025-06-20T11:10:00.003+05:302025-06-20T11:10:20.834+05:30🧠 The Silent Killer of AI Adoption: Leadership-Level AI IlliteracyThe bigger problem of AI adoption isn't tooling or data,
it's ‘AI illiteracy’ at the leadership level.
The kind of questions we ask reflects how much we know. And
too often, the questions reveal a dangerous gap:
1️⃣ Misunderstanding ML like
software engineering
“I will give you 10 samples, can you build a model?”
“You have trained a model on this data, why can't you retrain it by each
categorySivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-16194104014132526032025-06-16T15:56:00.007+05:302025-06-16T16:03:35.465+05:30🎯 ML, DL, GenAI - What Do You Really Need?It’s not about who knows the most models. It’s about who can
solve the problem with the right approach.
🚀 In interviews and
real-world projects, here’s what separates noise from value:
Can they choose the right
approach? → Classical ML, Deep Learning, or GenAI not everything needs the latest hype.Do they know when not
to use GenAI? → It’s impressive to know LLMs. It’s smarter to know when not Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-75493919287510943772025-05-20T11:59:00.003+05:302025-05-20T11:59:22.866+05:30GenAI Reality Check: That RAG Use Case? Keep Thinking!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-27715955598080471432025-05-09T15:32:00.001+05:302025-05-09T15:32:47.990+05:3010 Slides in Every GCC Pitch Deck Adding some Hard truth complementing what it means, for some pages based on observations10 Slides in Every hashtag#GCC Pitch Deck (and What They Actually Mean)Slide 4: “We’re Not Just a Support Center”What it means: But we’re still taking direction from HQ for every single product decision.✅ Hard truth: Core work may not always be there; the trust factor may not be present.Slide 5: “India Will Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-22336703479227116302025-04-27T01:00:00.002+05:302025-04-27T01:00:14.696+05:30From Idea To Prototype With GenAI | Insights by Sivaram A, AI Advisory at Stealth AI
Happy Learning!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-62131236805713180792025-04-26T18:09:00.003+05:302025-04-26T18:09:25.276+05:302024 GenAI Tech Talks
Happy Learning!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-32276212373022315652025-04-22T19:57:00.001+05:302025-04-23T10:11:07.067+05:30The Great AI Disconnect: What Leaders See vs What Engineers FaceIt's a Cycle of Hype - Hope - Repeat🧠 The CEO was sold a “miracle platform” — “It’ll boost your existing models by 90%!”📊 The VP hears, “It integrates 90+ data sources seamlessly!”🧩 The Senior Manager is told, “Plug-and-play pipelines. Just flip a switch!”🧑💻 The Engineers? They discover broken schemas, data gaps, and a model that works on benchmarked datasets onlyWhen results don’t match Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-27790732983096343792025-04-21T18:31:00.002+05:302025-04-23T10:11:55.816+05:30The Real Hallucination: Believing AI Can Replace Human Experience 🧠 When we don't
prioritize human intelligence, we allow flawed narratives to take root. I wish
we acknowledged this reality. This Ad itself reflects Human Hallucination of
AI.🤖 AI processes data, but
it does not experience the world. It can simulate emotions, but it does not
truly feel them. ❤️🔥 The difference
between AI and human experience isn’t just knowledge, it's the depth of
Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-31179703700304982432025-04-12T20:15:00.005+05:302025-04-12T20:20:34.601+05:30🔍 Sometimes it's not the outcome, but the overlooked patterns that matter most. This flowchart captures a silent reality, how small decisions and invisible habits compound into undesired career paths. From academic stress to burnout, and from neglected skills to financial crisis—this is a system of causes, not isolated events.
🎓 If you're a student navigating this AI-driven, hyper-competitive era:
Your resume may look perfect,
Your marks may shine, 👉 But if Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-33343854626297179662025-03-31T16:35:00.003+05:302025-03-31T16:35:22.012+05:30Prompt + AI Code + Human Thinking > Prompt + AI Code Ref - Link✅ Encourage juniors to use AI tools. It’s how the industry is evolving. Let them explore, but don’t stop at the surface.🔍 Observe what bugs they can identify in AI-generated code and how they fix them. That tells you a lot about their problem-solving ability.⚙️ Audit how they think about design and scalability. Can they spot limitations in AI output? Are they making informed Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-11083137244377327752025-03-30T01:59:00.000+05:302025-03-30T01:59:10.288+05:30Always plan for High Availability and backup models. 100% Reliability - Very much impossibleEvery system will have failures and lessons to fixAI intelligence can also fail more than human intelligenceKeep Thinking!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-9714019702274281972025-03-27T00:37:00.001+05:302025-03-27T00:37:05.213+05:30Human confidence + AI guidance > AI confidence alone Ref - LinkKeep Questioning!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-9774830702834414332025-03-25T13:45:00.006+05:302025-03-25T13:45:52.544+05:30This reddit comment has been picked up by Google's AI"Google lists mixing 1/8 cup of non-toxic glue with your pizza sauce to help the cheese stick and add extra tackiness." - Ref - LinkComment by from discussion inPizza
This reflects the state of Ethical AI AdoptionKeep Questioning!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-82900486083976642002025-03-24T15:13:00.001+05:302025-03-24T15:13:02.534+05:30AI Calories ScamNear Pose - X CaloriesFar Pose - X/2 CaloriesSide Pose - 3X CaloriesRef - LinkKeep Thinking!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-48799394307520896072025-03-23T02:26:00.000+05:302025-03-23T02:26:07.999+05:30Underappreciated Things in LifeTo all IT professionals working within rigid pyramid structures, where growth is linear and competition is often the currency of progressForgive the competition. Celebrate your life. There are countless underappreciated silent heroes in this sector.
Saying yes to align with the team, even when your views differ
Doing your work diligently without seeking recognition or visibility
Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-80905051000156928872025-03-19T23:34:00.007+05:302025-03-19T23:34:44.912+05:30What is AI :)Many times truth can be expressed in simple words :) Keep Thinking!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-2801319645161786362025-03-13T20:24:00.001+05:302025-03-13T20:24:02.850+05:30AI products in Healthcare, Hard fitment Ref - LinkKeep Questioning!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-28548787716360636672025-03-13T14:23:00.002+05:302025-03-13T14:23:18.832+05:30Prompt Engineering - AI Vibes - Song with Lyrics and Music :)[Verse]Learning AI every dayWords and lines but in a new wayTeaching prompts to obeyLet's do this come what may[Verse 2]Lines and codes like a gameEvery prompt should have a nameCrafting questions to be tameJumping into this no shame[Chorus]Prompt engineeringCreating everythingGeneration acceleratingAI minds syncing[Verse 3]From models to output brightLeading bots to give insightWords aligned Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-37478073981765241992025-03-11T09:59:00.001+05:302025-03-11T09:59:11.013+05:30How AI will eat jobs, things which I have noticed so far.Case #1 - Large Investment Banking CompanyCreated there own LLM to help developers to speed up with coding which increased productivityBecause of new LLM, they don't want to hire new people and existing people absorbed the new work Case #2 - Product BasedReduced the offshore strength from 15 to 08, soon they are abt to reduce it to 05Paid AI tool for all documentation purpose.Case #3 - CloudSivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-35101100004276021872025-03-07T17:07:00.001+05:302025-03-07T18:36:23.504+05:30❌ Increased Bugs and DefectsSome CTOs observed that aggressive GenAI adoption led to higher defect rates and an increased support burden post-release.Here's a simplified view:✅ GenAI-First CTO + Trained Team + Established Best Practices = Productivity✅ GenAI-Ready CTO + Trained Team + Piloted Projects = Stability❌ GenAI-Aware CTO + Aggressive GenAI Adoption + AI-Aware Team = ChaosRef - LinkKeep Going!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-42187184516460255992025-03-06T12:44:00.005+05:302025-03-06T12:44:52.104+05:30My Experience and Ways of Working with Gen Z PeersAfter a long time, "Dude" and "Bro" have made their way back into calls.My ApproachWhen it comes to working, I tend to rely on the basics — focusing on a more collaborative approach. Instead of pushing hard on deadlines, I think about how I would solve a problem myself and use that mindset to guide others.Managing ChallengesEvery day brings a new set of challenges. We are constantly racing Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0tag:blogger.com,1999:blog-6568863921209270652.post-44671497560317960672025-03-06T12:38:00.003+05:302025-03-06T12:38:34.772+05:3075 mph Tesla crash occurred while Autopilot
Keep Thinking!!!Sivahttp://www.blogger.com/profile/17619137110665344610noreply@blogger.com0