Netizen: gemini

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Friday, December 19, 2025

19: Demis Hassabis

The Convergence Age: Ten Forces Reshaping Humanity’s Future
Liquid Computing: The Future of Human-Tech Symbiosis
Velocity Money: Crypto, Karma, and the End of Traditional Economics
The Next Decade of Biotech: Convergence, Innovation, and Transformation
Beyond Motion: How Robots Will Redefine The Art Of Movement
ChatGPT For Business: A Workbook
Becoming an AI-First Organization
Quantum Computing: Applications And Implications
Challenges In AI Safety
AI-Era Social Network: Reimagined for Truth, Trust & Transformation AI And Robotics Break Capitalism
Musk’s Management
Corporate Culture/ Operating System: Greatness
CEO Functions

The Dawn Beyond Currency (Part 1) https://t.co/hluU2KB89T
The Dawn Beyond Currency (Part 2) https://t.co/GmaTmsdoOY
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

Lies, Damned Lies and Trump Speeches What MAGA genius thought that Trump’s “affordability” speech was a good idea? ......... Trump’s speech was nasty, brutish, but, mercifully, short. Apparently it was short because the networks told him that they would only give him 15 minutes (although they didn’t cut away when he went over). It was a blizzard of lies. I can’t find a single factual assertion Trump made that was true. ............. One year ago, our country was dead. We were absolutely dead. Our country was ready to fail. Totally fail. Now we’re the hottest country anywhere in the world. And that’s said by every single leader that I’ve spoken to over the last five months. ........... Trump has no idea how to govern. Faced with adversity, he’s unable to propose policies to improve the situation. All he can do iscontinue to gaslight the public and claim that everything is great, while smearing his opponents....... That was a short speech, but it presages a very long next three years for ordinary Americans. And for congressional Republicans, it presages a very ugly November 2026.

After almost a year of Trump II: What’s it REALLY all about? The fundamental choice is democracy, the rule of law, social justice, and equal political rights VERSUS white male Christian nationalism ......... Why is the Trump regime so intent on detaining or deporting undocumented people in the United States who have not committed any crimes and have been productive members of their communities for years? ......... Why is the Trump regime admitting into the U.S. white South Africans as refugees, but not Black or brown people who are in grave danger around the world? ......... Why has the Trump regime cracked down on diversity, equity, and inclusion initiatives in universities, the public sector, and the private sector? ........... Why has Trump targeted for prosecution or intimidation so many women of color who are now in, or have recently occupied, positions of power in the United States? .......... The world they seek is one of white supremacy, male dominance, the superiority of the Judeo-Christian tradition over all other creeds, and America-first nationalism. ......... White male Christian nationalism is a throwback to the world before the enlightenment of the 18th century took root in the West; before the core ideals expressed in the Declaration of Independence, the Constitution, and the Bill of Rights provided a beacon to America and the world; before Thomas Paine wrote The Rights of Man.

I will take this:
Product Marketing Manager 💰 $130K - $150K + equity
Fully remote.
— Paramendra Kumar Bhagat (@paramendra) December 18, 2025

🗣️ Marketing: The New Bottleneck in the Age of AI https://t.co/b3TZRS69Pj
AI Has Commoditized Building, And Marketing Is Now The Real Choke Point https://t.co/Pb6IHPegSl
— Paramendra Kumar Bhagat (@paramendra) December 18, 2025

Beehiiv: The Infrastructure Behind the Modern Newsletter Economy https://t.co/wx7f13QCmL
— Paramendra Kumar Bhagat (@paramendra) December 18, 2025

Use 𝕏 Chat https://t.co/XDAveu2Vtf
— Elon Musk (@elonmusk) December 19, 2025

Cybertruck is incredible https://t.co/maPJtAdTYy
— Elon Musk (@elonmusk) December 19, 2025

Work on bringing down the cost.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

I'd like to write a novel on OpenAI's far future. Please sponsor. 50K.

Sample: Six Weeks From Zero https://t.co/PEZEon1uMJ https://t.co/PdWN4Sfyfs pic.twitter.com/lcdWg6xcwG
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

Liquid Computing: The Future of Human-Tech Symbiosis https://t.co/VDimUsobtF
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

i love seeing women in male dominated fields (ai startups)
— jaiya (@jaiyagill) December 18, 2025

🎓 Life updates: I defended my PhD last week at MIT. Now I am joining OpenAI to continue my research on building trustworthy LLMs!

Thanks my advisor James Glass and my committee @yoonrkim, @jacobandreas and all my friends for continual supports throughout this journey! pic.twitter.com/1ATJtC5b30
— Yung-Sung Chuang (@YungSungChuang) December 18, 2025

Congrats and all the best.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

Some more glimpses of the new terminal building of the Lokapriya Gopinath Bardoloi International Airport in Guwahati. pic.twitter.com/BWSv7NPZhi
— Narendra Modi (@narendramodi) December 19, 2025

Epic 🔥🚀

If anyone’s been wondering when to dip their toe into the space industry, now is a good time! https://t.co/vuWC3AUidl
— Philip Johnston (@PhilipJohnston) December 19, 2025

AI + Marketing = A Solara https://t.co/clyBfdaqb7 #pleaseinvest
Pitching Shruti Gandhi For A Solara https://t.co/JTmADVPIkj
Pitching Neil Patel To Come In As A Co-Founder https://t.co/JyeMAB6mxn
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

We will soon get to a point, as AI model progress continues, that almost any time something doesn’t work with an AI agent in a reasonably sized task, you will be able to point to a lack of the right information that the agent had access to.

This is why context engineering is…
— Aaron Levie (@levie) December 19, 2025

2026: The Year Of Agentic AI https://t.co/s6Cc5frpIt
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

You should build hybrid teams or you are missing out. Remote teams that do meet in person. Or multiple remote teams that meet once a quarter.

Remote Work Productivity Hacks https://t.co/1EBztWbNqx
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

We've got a President releasing a policy announcement saying he wants a permanent lunar base

On the same day as a NASA administrator confirmation, who did the first ever private spacewalk

Pax Americana will settle the Solar System

Greatest country on Earth

🇺🇸🇺🇸🇺🇸 pic.twitter.com/gm5YcEI58W
— delian (@zebulgar) December 19, 2025

Grateful to be part of this team. https://t.co/E49td5E1Ik pic.twitter.com/zzfF0IGu33
— Parker Lyman (@parker_lyman) December 18, 2025

I'd like to do marketing for you. I have the equivalent of an Oscar in digital marketing.
🗣️ Marketing: The New Bottleneck in the Age of AI https://t.co/b3TZRS69Pj
AI Has Commoditized Building, And Marketing Is Now The Real Choke Point https://t.co/Pb6IHPegSl
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

I personally know someone who has worked at SpaceX since 2012. His salary has been average, but the rest of his compensation has all been granted in stock options.

If the IPO does, in fact, happen at the strike price specified… this fabulous kid and his young family will be…
— Shaun McKnight (@ShaunMcKnight) December 18, 2025

24 months ago i was building analytics tools for youtube, unsure if i was making the world a better place

ask god for a challenge, a worthy cause.

answer it when called upon pic.twitter.com/2v6586GvdG
— Ian Laffey (@ilaffey2) December 18, 2025

Are these YouTube videos? What are these?
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

I've been using LLMs to code for 704 days.

Opus 4.5 + @AmpCode + @vercel + @aisdk + @WorkflowDevKit + @publer + @NanoBanana is an absolute game changer.

The velocity I ship now is just hard for me to believe.

Launching a new large feature on my mature codebase (330,000 lines…
— Ryan Carson (@ryancarson) December 18, 2025

Team up with me.
AI + Marketing = A Solara https://t.co/clyBfdaqb7 #pleaseinvest
Pitching Shruti Gandhi For A Solara https://t.co/JTmADVPIkj
Pitching Neil Patel To Come In As A Co-Founder https://t.co/JyeMAB6mxn
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

Of all the directions we could point AI, accelerating scientific discovery and collapsing years of research into days feels among the most profound.

Excited to be backing @SGRodriques , @andrewwhite01, and the entire @EdisonSci team. For those who are mission-aligned, joining… https://t.co/jQc5zr2vre
— Yasmin Razavi (@YasminRazavi) December 18, 2025

wow is being 30+ actually a superpower now for us oldies??
— Sherry Jiang (@SherryYanJiang) December 18, 2025

Cool https://t.co/YqFt4AqcAP
— Elon Musk (@elonmusk) December 19, 2025

Check email.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

writing virality on command feels like speedrunning the algorithm
— Shreyans Bhansali (@askcodi) December 19, 2025

My final exam is today in Berkeley. Pen and paper, in person, all the students try to solve challenging problems. No machines. This ancient method of evaluating students is going to survive in the AI era.
— Alex Dimakis (@AlexGDimakis) December 19, 2025

Might as well ban calculators.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

Congrats.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

The Next Frontier in AI: Why World Models Could Rival LLMs in Importance https://t.co/9aEqs6wFQd
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

this is around the time we start seeing all the predictions for 2026

i will start

1. You will see increased political activism against AI and this may very culminate in a president running and being anti AI as job losses increase

2. Every single brand is going to start running…
— isaac (@theisaacmed) December 19, 2025

what true product-market fit looks like 😅: https://t.co/uYBaqyPnMp
— Tanay Kothari (@tankots) December 18, 2025

https://t.co/gp6lz0P7Sp https://t.co/849gAc3AOP
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

Congrats.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

.@antonosika & @FabianHedin have built a world-class team with rare product taste, relentless execution velocity, and a clear, unwavering vision to create an entirely new category of builders. I'm excited to partner with the team @Lovable as they continue to redefine who gets to… https://t.co/wJt0PlUr3E pic.twitter.com/stHdsAznon
— Adina Tecklu (@adinatecklu) December 18, 2025

AI + Marketing = A Solara https://t.co/clyBfdaY0F #pleaseinvest
Pitching Shruti Gandhi For A Solara https://t.co/JTmADVQg9R
Pitching Neil Patel To Come In As A Co-Founder https://t.co/JyeMAB6UmV
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

This is cheap enough.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

Go for martial arts.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

I AM 30 WTF pic.twitter.com/MJALzL7xmD
— Farza 🇵🇰🇺🇸 (@FarzaTV) December 18, 2025

I’m truly happy

I’m 20 years old

My startup makes $3,000+ a month, so I’m not tied to any place

I work out a lot, eat healthy, read, and learn something new every day

It took me 3 years

There were days I felt lost, scared, and honestly desperate

Days when I had no idea if…
— Arthur (@arthuryuzbashew) December 18, 2025

I’ll bite: if you were a PM at cursor (or whatever AI company with minimal formal PMing going on) how would you product manage/decide what to build better than they are right now while keeping velocity high?

Be specific. https://t.co/J27KPWZqTy
— claire vo 🖤 (@clairevo) December 19, 2025

New Grok features https://t.co/5kF2UFUnwq
— Elon Musk (@elonmusk) December 19, 2025

VCs just bet $16M that you are lazy enough to break the law.

Arcads just raised a massive $16M Seed round. You have seen it all over your feed.

The pitch is seductive: "No more expensive UGC creators. Type a script, get a video of a human saying it."

It’s impressive tech. The…
— Taylor Holiday (@TaylorHoliday) December 18, 2025

New AI lab just dropped.

Brett Adcock (founder of Figure, the humanoid robotics company valued at $39B) is reportedly self-funding $100M into the new lab called "Hark."

The lab is building "human-centric AI" that can "think proactively, recursively improve and care deeply about… pic.twitter.com/ihDwS56dsM
— Rowan Cheung (@rowancheung) December 18, 2025

Liquid Computing: The Future of Human-Tech Symbiosis https://t.co/VDimUsoJjd
Beyond Motion: How Robots Will Redefine The Art Of Movement https://t.co/pe0mdlEJcu
Robotics and AI go hand in hand.
— Paramendra Kumar Bhagat (@paramendra) December 19, 2025

I've accomplished my life dream

I quit my job and released software that hundreds of people are using

I've been praying for this my entire life and it happened

Here's the story of how I went from 0 followers to a $300,000 a year one person business in 36 months: pic.twitter.com/NxRiObqjcF
— Alex Finn (@AlexFinn) December 18, 2025

March of 2023 my life changes forever

Elon Musk open sources the X algorithm

30 minutes later I write a post on how the algo works (been a developer my entire life)

It goes mega viral, skyrocketing my following and turning me into the algo Godhttps://t.co/PuLjIn4I57
— Alex Finn (@AlexFinn) December 18, 2025

In April 2023 I made the toughest decision of my life. I quit my 6 figure tech leadership job to write on X full time

I set my sites on my lifelong dream goal: build a piece of software that will change lives

So I started coding like an insane man
— Alex Finn (@AlexFinn) December 18, 2025

This was going to allow me to build an incredible piece of software all by myself

For 7 months I locked in. No social life, going out, seeing friends, nothing.

I focused on building the greatest AI content tool of all time and that's exactly what I did

In January I released it
— Alex Finn (@AlexFinn) December 18, 2025

If you're reading this and have a life dream, do EVERYTHING you can to pursue it

Drop all the short term stuff that doesn't matter like drinking and partying

Block out all the doubters and haters

You have 100 years on this planet then it's over. Don't waste this opportunity
— Alex Finn (@AlexFinn) December 18, 2025

the messier your desk the better you code. its a fact
— Alex Finn (@AlexFinn) December 18, 2025

Here is exactly how your tweets are ranked

Found this in the algorithm code

The tweet's like count is the biggest impact. 30x the impact of replies.

Next is retweet count. 20x the impact of replies

Post something offensive? Tweet is dead in the water

Multiple hashtags?… pic.twitter.com/LdPhAYUqG0
— Alex Finn (@AlexFinn) March 31, 2023

Wednesday, November 26, 2025

26: Gemini

The Great Subcontinent Uprising (novel)
The Banyan Revolt (novel)
Gen Z Kranti (novel)
Madhya York: The Merchant and the Mystic (novel)
The Drum Report: Markets, Tariffs, and the Man in the Basement (novel)
Trump’s Default: The Mist Of Empire (novel)
Deported (novel)
Empty Country (novel)
Poetry Thursdays (novel)

Monday, October 20, 2025

20: Gemini 3.0

The Convergence Age: Ten Forces Reshaping Humanity’s Future
Kalkiism: The Economic And Spiritual Blueprint For An Age Of Abundance
The Last Age: Lord Kalki, Prophecy, and the Final War for Peace
The Protocol of Greatness (novel)
Liquid Computing: The Future of Human-Tech Symbiosis
Velocity Money: Crypto, Karma, and the End of Traditional Economics
The Next Decade of Biotech: Convergence, Innovation, and Transformation
Beyond Motion: How Robots Will Redefine The Art Of Movement
ChatGPT For Business: A Workbook
Becoming an AI-First Organization
Quantum Computing: Applications And Implications
Challenges In AI Safety
AI-Era Social Network: Reimagined for Truth, Trust & Transformation

Remote Work Productivity Hacks
How to Make Money with AI Tools
AI for Beginners

Friday, July 25, 2025

How Google Missed the AI Boat—and Whether It Can Still Swim

How Google Missed the AI Boat—and Whether It Can Still Swim

When it comes to artificial intelligence research, Google was undeniably ahead of the curve. It acquired DeepMind in 2014, published the seminal "Attention Is All You Need" paper in 2017 (which led to the transformer architecture behind modern LLMs), and developed state-of-the-art models like BERT, T5, and PaLM. Yet, it was OpenAI—a leaner, younger competitor—that brought AI to the masses with the 2022 launch of ChatGPT. This watershed moment not only redefined user expectations for computing, but also caught the world’s largest search company on the back foot.

So how did the tech giant that shaped the modern internet miss this inflection point? And more importantly, can it recover and adapt before it's too late?

How Google Missed the AI Moment

1. The Innovator’s Dilemma in Action

Google is a textbook case of Clayton Christensen’s innovator’s dilemma. The company’s core business—search advertising—has been one of the most profitable business models in tech history. Any move to replace it with something uncertain and possibly cannibalistic, like conversational AI, was bound to face internal resistance. While Google's researchers built the foundational architecture behind ChatGPT, the company hesitated to productize it in fear of undermining its golden goose.

Imagine replacing a system where users type a query and are served ten blue links (plus ads), with a chatbot that gives a single answer and fewer monetizable moments. That’s not just a product pivot—it’s a business model demolition.

2. Risk Aversion and Brand Sensitivity

Unlike OpenAI, which had nothing to lose and everything to gain, Google was bound by public scrutiny. Any AI-generated hallucination, offensive response, or error would have caused a PR disaster, and possibly regulatory backlash. OpenAI, still a startup at the time, could launch with a “research preview” label and iterate quickly. Google, on the other hand, had its trust-driven brand and massive user base to protect.

In short, OpenAI acted like a pirate ship. Google was a battleship.

3. Overemphasis on Research, Underemphasis on Product

Google has long been a powerhouse of AI research, but it often failed to translate breakthroughs into compelling user-facing products. While the company produced brilliant models (e.g., Meena, LaMDA), many of them stayed locked in labs or were launched in limited ways through Google Assistant or experimental apps. OpenAI, by contrast, shipped early, iterated fast, and listened to user feedback obsessively.

Is Google Catching Up Now?

Yes—but with mixed signals.

Bard to Gemini: A Late but Serious Push

Google launched Bard in 2023, then rebranded its AI suite as Gemini. Gemini 1.5 now matches or even exceeds GPT-4 in certain benchmarks, showing Google’s raw AI capability remains world-class. The company is integrating Gemini across its ecosystem—Android, Gmail, Docs, and Chrome—which gives it a distribution advantage OpenAI doesn’t have.

But launching a strong model isn’t enough. OpenAI has brand dominance, developer mindshare, and a massive head start with ChatGPT’s user base. Gemini still feels like a catch-up act.

Redefining Search: Project Magi and AI Overviews

Google’s boldest move is AI Overviews, a new search experience powered by generative AI. Instead of traditional links, users are shown AI summaries, contextually aware answers, and follow-up prompts.

This is where Google must fight its own legacy. AI search may reduce clicks on ads and web results—hurting its revenue. Yet, failing to pivot risks losing relevance to AI-native competitors like Perplexity.ai, OpenAI’s SearchGPT, or even TikTok for Gen Z searches.

Google is slowly but surely eating its own search experience, a painful but necessary step to stay relevant.

Can Google Solve the Innovator’s Dilemma?

To do so, it must balance two opposing forces:

Preserve Core Revenue (Ad-Supported Search)
Build the Future (AI Agents, AI Search, Multimodal Interfaces)

This balance requires a bold restructuring of its internal incentives. The company must reward teams not just for protecting revenue, but for growing relevance. The launch of Gemini as a platform, and its open-source model Gemma, are signs of strategic diversification. However, the execution speed, user interface polish, and developer engagement still lag behind OpenAI and even Anthropic in some areas.

In short: Google is catching up technically, but culture and product velocity still need work.

What Must Google Do Next?

Go All-In on AI Search—even if it cannibalizes Search Ads
Better to cannibalize yourself than let someone else do it. Google must make AI search the default, not the experimental alternative.
Focus on Agentic AI and Workflow Automation
OpenAI is moving toward AI agents (AutoGPT, memory, tools). Google has the pieces (Calendar, Maps, Docs, Assistant), but must unify them into proactive, autonomous digital agents.
Cultivate a Startup Mindset
Alphabet needs to decentralize risk. Give more autonomy to teams like DeepMind and Google X, and let them ship products faster—even if imperfect.
Win Developers Back
Google once owned developer mindshare. With Gemini Code Assist, AppSheet AI, and the Vertex AI platform, it must now compete hard against OpenAI’s APIs and Microsoft’s Copilot stack.

Conclusion: Not Too Late, But No Time to Waste

Google didn’t miss the AI revolution because it lacked the tech—it missed it because it hesitated. But the story isn’t over. With Gemini, AI Overviews, and deep infrastructure integration, Google is mounting a comeback. Whether it becomes the IBM of this generation—technically brilliant but product-irrelevant—or reasserts itself as the world’s most useful company will depend on its courage to disrupt itself.

The AI era demands reinvention. The clock is ticking. And for Google, the next few quarters will determine if it swims—or sinks.

Google AI की रेस में पीछे कैसे रह गया — और क्या अब भी समय है संभलने का?

AI रिसर्च के क्षेत्र में Google कई सालों से सबसे आगे रहा है। 2014 में DeepMind का अधिग्रहण, 2017 में ट्रांसफॉर्मर आर्किटेक्चर पर आधारित "Attention Is All You Need" पेपर, और अत्याधुनिक मॉडल जैसे BERT, T5 और PaLM — इन सबने साबित किया कि तकनीकी रूप से Google किसी से पीछे नहीं था। लेकिन फिर भी, 2022 में OpenAI के ChatGPT लॉन्च ने पूरी दुनिया का ध्यान खींचा और AI को आम जनता तक पहुंचा दिया।

तो फिर सवाल यह उठता है — जिस कंपनी ने इंटरनेट पर राज किया, वह AI की इस क्रांति को पकड़ने में चूक कैसे गई? और अब जब AI भविष्य का प्लेटफॉर्म बन चुका है, क्या Google इस दौड़ में दोबारा आगे निकल सकता है?

Google कैसे चूक गया?

1. इनोवेटर का दुविधा-जाल (Innovator’s Dilemma)

Google का मुख्य बिज़नेस मॉडल — सर्च और ऐडवर्टाइजिंग — तकनीकी इतिहास का सबसे लाभदायक मॉडल रहा है। ऐसे में खुद के इस बिज़नेस को खतरे में डालना और नए AI-सर्च मॉडल को अपनाना एक जोखिम भरा कदम होता। ChatGPT जैसे चैटबॉट से यदि यूजर को सीधे उत्तर मिल जाए, तो वह लिंक पर क्लिक नहीं करेगा — जिससे ऐड रेवेन्यू भी कम होगा।

यह केवल एक प्रोडक्ट शिफ्ट नहीं था — यह पूरे बिज़नेस मॉडल को तोड़ने जैसा था।

2. जोखिम से डर और ब्रांड की चिंता

OpenAI एक नया खिलाड़ी था, जिसके पास खोने को कुछ नहीं था। लेकिन Google के पास एक बड़ी ब्रांड वैल्यू थी, जिसे कोई भी ग़लत या आपत्तिजनक AI आउटपुट नुकसान पहुँचा सकता था। इसलिए Google ने “सावधानीपूर्वक” प्रोडक्ट रिलीज़ करने का रास्ता चुना — जबकि OpenAI ने “रिसर्च प्रीव्यू” कहकर जल्दी लॉन्च किया और जल्दी सुधार किए।

3. रिसर्च पर ज़ोर, लेकिन प्रोडक्ट सोच में कमी

Google की रिसर्च वर्ल्ड-क्लास रही है, लेकिन उसे सफल प्रोडक्ट्स में बदलना अक्सर छूट गया। Meena और LaMDA जैसे मॉडल या तो प्रयोगशालाओं में ही सीमित रह गए या फिर Google Assistant जैसे टुकड़ों में दिखे। वहीं OpenAI ने तुरंत प्रोडक्ट लॉन्च किया, यूज़र फीडबैक लिया और तेजी से अपडेट करता गया।

क्या Google अब पकड़ रहा है?

Gemini: देरी से लेकिन गंभीर प्रयास

Google ने 2023 में Bard लॉन्च किया और फिर 2024-25 में इसे Gemini में रीब्रांड किया। Gemini 1.5 मॉडल अब GPT-4 से कई बेंचमार्क्स पर बेहतर प्रदर्शन कर रहा है। साथ ही Android, Gmail, Docs, और Chrome में इसका इंटीग्रेशन Google को एक वितरण (distribution) बढ़त देता है।

लेकिन तकनीकी समानता काफी नहीं है। OpenAI के पास अब ब्रांड पहचान, डेवलपर कम्युनिटी, और ChatGPT के करोड़ों यूज़र्स का नेटवर्क है। Gemini अभी भी ‘कैच-अप’ मोड में ही दिखता है।

AI सर्च: खुद के सिस्टम को खाना

Google ने AI Overviews नाम से सर्च का नया चेहरा पेश किया है। इसमें ब्लू लिंक की जगह जनरेटिव AI उत्तर, फ़ॉलो-अप प्रश्न, और समग्र जानकारी दी जाती है।

यह Google के लिए अपने ही बिज़नेस को काटने जैसा है — लेकिन यही आज की जरूरत है। अगर Google ऐसा नहीं करेगा, तो Perplexity.ai, OpenAI का SearchGPT और TikTok जैसे नए विकल्प बाज़ार छीन लेंगे।

क्या Google इनोवेटर की दुविधा से निकल सकता है?

इसके लिए उसे दो विपरीत दिशा की ताक़तों के बीच संतुलन बनाना होगा:

मूल राजस्व मॉडल (Search Ads) को बचाना
भविष्य का निर्माण करना (AI एजेंट्स, AI सर्च, वर्कफ़्लो ऑटोमेशन)

इसके लिए Google को अपनी संस्कृति, प्रोत्साहन संरचना (incentives), और उत्पाद निर्माण प्रक्रिया में बदलाव करने की ज़रूरत है। Gemini, Gemma (ओपन-सोर्स मॉडल), और AI टूल्स को इंटीग्रेट करने की कोशिशें सही दिशा में हैं, लेकिन OpenAI और Anthropic जैसे खिलाड़ियों के मुकाबले अभी भी फुर्ती और यूजर इंटरफेस में कमी है।

Google को आगे क्या करना चाहिए?

AI सर्च को मुख्य अनुभव बनाएँ — चाहे उससे ऐड रेवेन्यू घटे
अगर आपको खुद को तोड़ना है, तो उससे पहले कोई और तोड़े।
AI एजेंट्स और वर्कफ़्लो ऑटोमेशन पर ध्यान दें
Google के पास Calendar, Gmail, Docs, Maps जैसे टूल्स हैं — इन्हें एक AI एजेंट में बदलने की ज़रूरत है।
स्टार्टअप जैसी सोच अपनाएं
Google X और DeepMind जैसी टीमों को स्वतंत्रता दें ताकि वे जल्दी प्रोडक्ट बना सकें।
डेवलपर्स का भरोसा वापस जीतें
Gemini API, Code Assist और Vertex AI के जरिए Google को OpenAI के API और Microsoft Copilot स्टैक को टक्कर देनी होगी।

निष्कर्ष: समय अब भी है — लेकिन बहुत नहीं

Google AI की रेस इसलिए नहीं हारा क्योंकि उसके पास तकनीक नहीं थी, बल्कि इसलिए कि वह समय पर लॉन्च नहीं कर पाया। अब Gemini, AI Overviews और Google Workspace इंटीग्रेशन के साथ वापसी की कोशिश जारी है।

Google की किस्मत अब इस पर टिकी है कि वह खुद को disrupt कर पाएगा या नहीं। अगर वह साहस दिखाता है, तो वह फिर से "दुनिया की सबसे उपयोगी कंपनी" बन सकता है।

AI का युग किसी का इंतज़ार नहीं करता। Google को अब तेज़ी से तैरना होगा — नहीं तो वह डूब सकता है।

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