THE X GUY🇺🇸 🌌

You can't stop loving my replies ✨️

[THE X GUY🇺🇸 🌌 @thecoldplaylive]

To everyone in India crying against #reservation i dare any of you to answer my 10 points. I will accept that it should be removed if you provide a legitimate reply :

BEFORE YOU SAY “REMOVE RESERVATION,” ANSWER THIS:

DON’T REMOVE THE REMEDY WHILE THE DISEASE SURVIVES.

Dalits were historically pushed to the margins of villages, subjected to untouchability and denied equal access to schools, wells, temples, land and dignity.

If a few decades of reservation could transform so many SC/ST lives, IMAGINE what CENTURIES of caste exclusion took away from generations.

Lost education became lost jobs → lost wealth → lost influence → lost opportunities inherited by the next generation.

It’s 2026: If caste is supposedly “gone,” why does caste still matter so much in marriage and family acceptance?

Reservation is NOT charity. NOT revenge. It is a constitutional instrument of social justice.

END CASTE DISCRIMINATION FIRST. THEN ASK WHY RESERVATION EXISTS.

#EndCasteDiscrimination

[THE X GUY🇺🇸 🌌 @thecoldplaylive]

@ysjagan Karma hits hard

[THE X GUY🇺🇸 🌌 @thecoldplaylive]

@Mrsinha AI GENERATED POST LOL

[THE X GUY🇺🇸 🌌 @thecoldplaylive]

@Elifbenad 90 degrees.

[PVS Sarma - పి వి ఎస్ శర్మ - પી વી એસ શર્મા @pvssarma]

Be it ballot papers or EVMs, #VoteChori is the art perfected by TDP & NDA govt in Andhra Pradesh.

See and appreciate the level of perfection by the TDP cadres in Anantapur in Andhra Pradesh during today’s Municipal elections.

Well done @ncbn & @naralokesh for training them to this performance.

[Mario Nawfal @MarioNawfal]

These have to be the worst Halloween decorations ever

They were so realistic that firefighters showed up

Writer: Ian

[Dhruv Rathee @dhruv_rathee]

Special thanks to movies like Animal and Dhurandhar

For giving templates to these criminals

[Dr.Pradeep Reddy Chinta @DrPradeepChinta]

ముందుగా మీ కుమార్తెకు మా అందరి తరపున శుభాకాంక్షలు💐💐💐😊

మీ కూమార్తె వివాహం అన్నది పూర్తిగా మీ వ్యక్తిగత కుటుంబ వ్యవహారాం, దానిని రాజకీయం కోసం వాడుకున్న వెధవలపై కేసులు వేయండి

YSRTP పార్టీ పెట్టి చుట్టేయడం,మీ నాన్నగారి పేరును FIRలో చేర్చిన కాంగ్రెస్ పార్టీలో చేరడం అన్నీ మీ ఆలోచనలే…జగనన్నను తిట్టడం కూడా మీ వ్యక్తిగత ఆలోచనలే.

ప్రజలకన్నీ తెలుసు

కానీ మీ 2024 ఎన్నికల అఫిడవిట్‌లో ఎందుకు యలహంక ప్రాపర్టీ మీదని డిక్లేర్ చేయలేదని ప్రజలు SMలో ప్రశ్నించటం చూసా

అప్పుడు గుర్తులేదా లేక మర్చిపోయారా???

[THE X GUY🇺🇸 🌌 @thecoldplaylive]

Original(Arnab Cyclone) 🌀 Copy(Baahubali)🌴
#arnabcyclone

[THE X GUY🇺🇸 🌌 @thecoldplaylive]

@Flowryyy_ 400

[THE X GUY🇺🇸 🌌 @thecoldplaylive]

@gharverse HE IS BISEXUAL I HEARD

[YS Jagan Mohan Reddy @ysjagan]

A proactive approach always yields better results than a reactive stance. The system has a flaw that needs to be corrected.

Trust in the electoral process must be restored. The arrests of Saurav Das and Ashutosh Ranka do not solve anything; it only aggravates the situation.

I empathise with @SauravDassss and @AshutoshRanka.

[THE X GUY🇺🇸 🌌 @thecoldplaylive]

@Mrsinha Bro don’t u guys have no cards except religion Hindu Muslim…this is why ur getting hate

[Nenu 🇮🇳 @NenuHanma]

Andhbhakts giving 1 star ⭐ rating to X on the Play Store

[Priya @LoopandPixels]

America has ChatGPT.
America has Claude.
America has Gemini.
America has Grok.
America has Llama.
America has Muse.
America has Dots.

China has DeepSeek.
China has Qwen.
China has Kimi.
China has GLM.
China has Hunyuan.

What does India have?? 🇪🇺

[Venkatesh Alla @venkat_fin9]

Those abusing Elon Musk over his tweet are free to delete X from their phones. Use it again when India builds its own X.

Until then, stop lecturing the owner of the platform while happily using it every day with Deshbhakti.

[Dhruv kumar @Dhruvkumar16797]

🚨Leave Netflix tonight.

Watch this 2 h 34 min Stanford class.

It's the clearest, most complete, and brutally honest explanation out there on how ChatGPT and Claude are really built.

From Tokenization and BPE to the Transformer architecture, the training pipeline, and the next-token decoder. No fluff. No marketing. Just the truth.

Doesn't matter if you've never touched a line of AI code or if you spend your days launching Agents: by the end, you'll suddenly connect a ton of pieces you've been trying to fit together for years.

The real core boils down to this:

How text turns into numbers the model can "eat" (BPE tokenization)
The sole mission of a language model: predict the next token
How the Transformer uses Attention so tokens can pass messages to each other
In training, the NLL loss pushes the probability of the entire sequence
In generation, the decoder builds the response token by token

The big-picture view that takes most people years to form… this class delivers it to you complete in one sitting.

Free up your time.
This could be, no exaggeration, the most valuable class you watch this month.

[VishwaGuru2047 @Vishwaguruu2047]

Emotional damage,, Bhaktoooooooo 😭😭💥🔥

[The Hindu @the_hindu]

At least 27 questions in this year’s Civil Services Examination (CSE) Prelims, across general studies and aptitude papers, have come under dispute, with candidates claiming that the answers in the UPSC provisional answer key are either incorrect, have no correct answer or allow more than one possible answer.

✍️@ButaniAshna
https://t.co/TfW1C7o0dN

[Dr. Gaurav J. Sontake @gjsontake]

This is how luck can play an important role in the UPSC journey.

[Kunal R. Virulkar @kunalrv]

According to petitioner there are 27 questions which were ambiguous in UPSC CSE pre examination.