Common Citizen

@shrikcswami @RoflGandhi_ @akhileshsharma1 Gaddar bsdk 2 rupee per tweet ke chakkar me desh ko barbaad hote huye dekhne me tujhe sharm nhi aati haramkhore

@RoflGandhi_ @akhileshsharma1 तेरे जैसा टटपुंजिया अर्थशास्त्री बना हुआ है, लेकिन तेरा मालिक प्रधानमंत्री नहीं बन रहा। अर्थशास्त्र को छोड़, थोड़ा मालिक के बौद्धिक विकास पर ध्यान दे।

पेट्रोल और डीज़ल के दाम बढ़ाए गए। क़रीब तीन-तीन रुपए प्रति लीटर की बढ़ोतरी। पश्चिम एशिया संकट का असर। 2022 के बाद से पहली बार बढ़ाए गए दाम।

If u lack the ability to walk away from something after investing 2 yrs in it, u will waste another 15, only to arrive at the same decision u were too afraid to make today, except now with a ruined life in ur hands. Knowing when to leave is the highest form of intelligence.

@Bij_uji That is why he endorse tobacco and Rummy.

Nowadays, makers are obsessed with glorifying problematic characters just for the "cool" factor and viral reach. But SRK literally walked away from massive projects because he knew his charm would make a "bad guy" too likable for the wrong reasons. He explained: “There’s no way I will not make him likable... and I just feel that person should not be liked. It’s not something I should sell to people, that it’s okay being him. So I left the film last minute.”

I donated around 60 litres of breast milk to the government hospital in Hyderabad and Chennai during my first year of post partum!! Why does it matter? Just 100ml of donor milk can feed a tiny 1kg baby for several days. This donation could potentially support dozens of infants in the NICU. Donating is safe, screened, and desperately needed. Many NICU babies don't have immediate access to their mother's own milk due to medical complications. Donor milk acts as a vital bridge, providing immunity and nutrition during those critical first days. It serves as a bridge for mothers whose milk may be delayed due to stress, illness,malnutrition or premature birth.  Donor human milk is proven to significantly reduce the incidence of Necrotizing Enterocolitis (a life-threatening gut condition) in premature infants!!! Check your local govt hospital to see how you can help! #MilkBank #SavingLives #MaternalHealth

@YRDeshmukh Gazab ka chutiya analysts hai bhai tu, Rahul Gandhi kerala me kha se jita hai? Atal bihari vajpayee lukhnow se jeet kar aate the list itni lambi hai ki kiya bataye? But teri dukan chal rahi hai bina kaam kiye to fir thik hai.

What TN has shown today, rest of India has been doing for decades. Hindu majority states of Rajasthan, Bihar, Assam, Maharashtra and even Manipur have had Muslim Chief Ministers. Hindu majority Andhra Pradesh, Goa and Kerala have given many Christian Chief ministers. TN is just a new entry to that old club. But the real question worth probing is: how many Muslim majority or Christian majority states have given any Hindu Chief Minister? Zero. Forget Chief Minister, how many Hindu MPs or MLAs have ever been elected from a Muslim majority or Christian majority lok sabha or vidhan sabha seats?? Next to Zero.

When AAP lost Delhi in 2025, I was on DeKoder where they were dissecting what AAP did wrong leading to its loss. I had asked Dr Pranoy Roy, “Sir what could you have done differently to save NDTV? We are all victims of an authoritarian power grab. Let’s call it like it is.” The post Bengal election analysis reminds me of that moment. By discussing an electoral verdict in terms of simple politics, we are legitimizing the BJP’s overturning of our democracy. That’s why I have never been on any Indian media debate since - because it all mostly is narrative building for the dictatorship.

@Abhinav_Pan Tu patrkar hi hai na??

Single-handedly destroyed TMC The Man, The Myth

@swapnakpanda @RahulGandhi Have some IQ, ask better questions to get better reply. No one is forcing you to have opinions on opposition.

@Human0169 @RahulGandhi Mind your language. If you can’t reply logically, just shut up. No one is forcing you to reply here.

Assam and Bengal are clear cases of the election being stolen by the BJP with the support of the EC. We agree with Mamata ji. More than 100 seats were stolen in Bengal. We have seen this playbook before: Madhya Pradesh. Haryana. Maharashtra. Lok Sabha 2024 etc चुनाव चोरी, संस्था चोरी - अब और चारा ही क्या है!

@swapnakpanda @RahulGandhi Tere jaise chutiye nhi hai wo, isiliye

@RahulGandhi How couldn’t they steal it in Tamil Nadu and Keralam?

@RajatSharmaLive To bsdk dalali kiyu nhi chod rha tu, ya fir atamsamman tere bas ki baat nhi?

अपने आत्म सम्मान के लिए अगर कुछ छोड़ना पड़े, तो तुरंत छोड़ दो.

@darab_farooqui Through same ECI? Through same ED/CBI? Through same courts? Through same media? Is it possible? Mark my word in 2029 BJP alone will cross 300 and what people get is story some time ladli behan yojana sometimes opposition not united etc.

NDA won 293 seats in 2024. INDIA alliance won 234. The gap looks large until you do the math. INDIA needs 40 more seats. That's not a wave. That's just normal Indian election. The vote shares tell the real story. NDA polled roughly 43-44%. INDIA polled 41-42%. The entire "Modi mandate" rests on a gap of 2-3 percentage points being brutally amplified by a first-past-the-post system where the candidate with the most votes wins, regardless of margin, and every other vote disappears. It was never a landslide. It was a conversion advantage. The opposition only needs to convert the fence sitters. The votes already exist. What 2024 demonstrated, painfully, is that secular votes in constituency after constituency were split across multiple candidates, enough in each case to change the result. The problem wasn't popularity. It was coordination. The next India Alliance should be bigger, more inclusive. So what does 2029 require? Not a revolution. Not a wave. Seat-sharing discipline that INDIA already demonstrated it could achieve in UP, and then didn't finish. Forty seats across a country of a billion voters. There is genuine anger in the country. It is real, it is growing, and it is not going away. The economy is not delivering for ordinary people. People are waking up to the reality. These things compound. Angry people are eager people. Eager to bring about the change. An alliance that fights like it means it, disciplined, coordinated, unapologetic, doesn't need a miracle. A 2-4% shift in vote share, on top of anger that is already there, already looking for an outlet, is not ambition. It is arithmetic. BJP's vote is geographically concentrated in states it has already maxed out. There are no more seats to gain in Gujarat or Madhya Pradesh. They've swept them clean. INDIA's growth potential sits in states where the race is close: UP, Maharashtra, Rajasthan, Bengal. Which are exactly the states where coordination and a 2-4% shift matters most. State elections are a different contest. Haryana was lost. Maharashtra was lost. More may follow. Local equations, local incumbencies, local failures. Even break down of India alliance in some cases. These are real and they will hurt. But Lok Sabha is not an aggregation of state elections. It is its own battle, fought on national questions, on the idea of the country itself. And yes, the media is captured. The ECI has questions to answer. The courts have disappointed. The agencies are weaponised. All of that is true. And yet 2024 still happened. The opposition still won 234 seats against the full force of the incumbent machinery. The system is bent, not yet completely broken. Modi is not invincible. The arithmetic says so. The data says so. The only thing that can save him in 2029 is the opposition's own failure to coordinate. That failure is a choice. It can be unmade.

In all humility and with complete respect for judiciary, I have written the following letter to Justice Swarna Kanta Sharma, informing her that pursuing Gandhian principles of Satyagraha, it won’t be possible for me to pursue this case in her court, either in person or through a counsel. I have taken this difficult decision after coming to the clear conclusion that the proceedings being conducted in her court do not, in any manner, satisfy the fundamental principle that ‘justice must not only be done but must also be seen to be done’. My participation in these proceedings, either myself or through a counsel will not achieve anything meaningful.

@KarmaGeorg72496 @softspoken04 Chutiya gobar khana band kar nhi to kisi bhi kachre story pe bhrosa kar lega like Chhachhundar movie.

@softspoken04 These responses are interesting. Muslims are not interested in the truth just their own in group interests and aggressively promoting them even if they are in the wrong

I've worked for TCS for over 6 years & they're very strict on ethics & code of conduct. They have zero tolerance on physical or mental harrassment especially women. I was mentally harrassed by my supervisor for few days & I complained to his manager. He scolded him so harshly that he never dared to talk to me again in a loud voice. Basically, if you've a problem, you can to go supervisor, team lead, project manager, tower manager, HR, raise POSH complaint or grievance in Ultimatix, etc. There is no way that such harrassment, forced conversion, forced eating of beef can continue for this long period of time without getting unnoticed or any action. TCS will not fire you fir your poor performance but won't give you second chance if you harrass or exploit someone. Even the HR cannot harrass you because they also have their managers & you can escalate to them if they cross their limits. The reality is that the interfaith affair went wrong, the girl's family got to know about it, they went to Bajrang Dal who created all this fake story. This is just a fake propaganda against Muslim just like they did against Tableeghi Jamat during COVID in 2020. Moreover, Nida Khan is not even an HR. She is just a tellecaller who has no power to hire or fire or intimidate anyone. She is not on run, she is on leave & is at home.

@cool_tweeter1 @softspoken04 Chutiya gobar khana band kar nhi to kisi bhi kachre story pe bhrosa kar lega like Chhachhundar movie.

@softspoken04 Now peacefull started circulating the same script of how zero tolerance in TCS if this has real then TCS would have gone to High court or supreme court. But they know that how peaceful hijack their office become a conversion centre in this case bajrang dal has noo role.

@VishnuFNO @raviprakash_rtv @parvez_salim Who told you bsdk

@raviprakash_rtv @parvez_salim Why she is absconding?

If you are following the TCS Nashik controversy, pause for a moment. A 26-year-old pregnant woman, Nida Khan, was turned into the face of a national outrage within hours. Called a “mastermind.” Some branded her terrorist, absconding. Projected as an “HR head.” Dragged into wild conspiracy theories. Now reports suggest she wasn’t even in HR, wasn’t absconding, and hadn’t worked in the Nashik office for months. So what was this? An investigation… or a full-blown media trial? A workplace complaint became “Corporate Jihad.” Rumours became headlines. And a woman’s life became collateral damage. If she is guilty, let the law punish her. But if she is not -who takes responsibility for this public lynching? This is not journalism. This is narrative manufacturing. @TCS @nashikpolice @DGPMaharashtra @NCWIndia @PressCouncil_IN @MIB_India

@RailwaySeva @actorsaadpathan @drmbct What does that mean?

@actorsaadpathan For necessary action escalated to the concerned official @Drmbct

Why does the train stop every day at Borivali railway station and Kandivali railway station for 15, 20, 30, or even 35 minutes? Why is Kandivali railway station becoming “Thambivali”? #MumbaiLocal #WesternRailway @WesternRly @RailMinIndia

@Ranjeet70459788 @rajuparulekar Re bsdk padh to le kiya likha hai, samjh to pahle, chutiyee, bsdk ho reality ho usko bolne se bhi teri kiyu fat rahi hai, tera paw paw itna nalla hai ki ak nalla mulk bhi usse behter kar rha hai, soch kis level ke gadho ko tu baap man baitha hai soch le re H arami

@rajuparulekar A critic of India is favouring the terrorist nation Pakistan!! See his selective words for Pakistan; Chances are high, stranger, favoured actor, Rahul Gandhi, unimaginable loss of India!!!

Pakistan’s selection has more to do with its border with Iran and Trump’s confidence in Pakistan being the perfect Mediator as the Arabs are facing Iranian heat. If Pakistan succeeds in this mediation, of which chances are very high, as its high time the war stops, India would become a known stranger in Arab realm, in the immediate short term. Pakistan appears to be the favoured actor by the America and China and that should be the biggest cause of worry for India. @RahulGandhi had warned Narendra Modi in the Lok Sabha that it is committing the biggest blunder of causing Pakistan-China alliance, against India. It will be an unimaginable loss of face for India if Iran has to thank Pakistan for the mediation with America. What a Grand Failure has been India’s External Affairs under Modi Regime.

@PrivacySetting1 @sandeep_PT Bhagbsdk

@sandeep_PT Was this before or after they killed 40,000 of their own people? Before or after they became the largest state sponsor of terror in the history of the planet? They’re in charge of nothing They control nothing

When the Iran War started, the Strait of Hormuz was an open route, no tolls, near-zero risk, free flow. Iran silently watched, since 1979, as the arterial flows of global economy went by unmolested. In just 7 days, from 28th Feb 2026, both Trump and Netanyahu handed Iran its biggest prize ever: the Strait of Hormuz. For ever. To be tolled. And controlled. By Iran. History will remember the geniuses who lost it all when they needn't have.

I found out my girlfriend cheated on me. Instead of breaking up right away, I made a fake account, sent her the proof anonymously, and told her that if she didn’t send me money, I’d tell her boyfriend everything. I shared this whole plan with my best friend for advice, but this mf went behind my back and shared everything with my girlfriend. When confronted, he said Why does it matter? I thought she deserved to know. He wasn’t just betraying me. He was behaving like a random variable after you marginalize out all the hidden information. In probability, to understand what you actually know, you marginalize over hidden variables. That means you sum over all the possibilities you can’t observe to compute the probability of what you can observe. Marginal probability is a statistical measure that represents the probability of a single event by aggregating over all possible values of other variables. Formula P(A) = Σ P(A, Bi) Where P(A) = Marginal probability of event A P(A, Bi) = Joint probability of A and B Σ = Summation Let's take an example and solve step by step A dating app wants to find the probability of users sending messages, regardless of whether they get a response. The data shows message sent vs response received: Short forms - M = Message - R = Response Joint Probability Table - M (Yes), R (Yes) = 0.30 - M (Yes), R (No) = 0.25 - M (No), R (Yes) = 0.10 - M (No), R (No) = 0.35 Step 1 What we want to marginalize - We want P(M = Yes) Step 2 Joint probabilities for M = Yes - P(M = Yes, R = Yes) = 0.30 - P(M = Yes, R = No) = 0.25 Step 3 Apply marginal probability - P(M = Yes) - P(M=Yes, R=Yes) + P(M=Yes, R=No) - 0.30 + 0.25 = 0.55 P(Message = Yes) = 0.55 Final Answer The marginal probability of a user sending a message is 0.55 or 55%, regardless of whether they receive a response. Congratulations, you've just learned Marginal Probability. Bonus: Applications in AI/ML 1. Bayesian Networks: Computing marginal probabilities by summing out irrelevant variables to make predictions and inferences in graphical models. 2. Latent Variable Models: In topic modeling (LDA) and hidden Markov models, marginalizing over hidden states to find the probability of observed data. 3. Feature Selection: Identifying which features independently correlate with target variables by computing marginal distributions, helping reduce dimensionality. 4. Probabilistic Classification: Naive Bayes classifiers use marginal probabilities of features to classify data, assuming independence between features.

HR: What is your notice period? Candidate: 60 days. HR: Is it negotiable? Candidate: No. HR: Sorry, we’re looking for someone who can join within 30 days. Candidate: May I ask a question? HR: Sure. Candidate: What’s the notice period in your company? HR: 90 days. Candidate: If someone resigns and requests to leave within 30 days, would you allow it? HR: No, we require time to find a replacement and ensure proper knowledge transfer. Candidate: Then why is it fair to expect new hires to join early when existing employees can’t leave early?