Aman Yadav

Serendipity |
AI & Data Scientist | Cybersecurity
Contact : [email protected]

[Aman Yadav @justaboutamann]

less perfection, more authenticity!

[Aman Yadav @justaboutamann]

Prompt engineering is not "asking AI better questions"; it is the deliberate construction of an executable semantic interface. Every token conditions the model's latent probability distribution, constraining the hypothesis space while optimizing inference trajectories. Context, role, constraints, exemplars, and output schemas collectively function as runtime control primitives, transforming stochastic generation into deterministic, task-oriented reasoning.

[Aman Yadav @justaboutamann]

@web3devop Natural language improves baseline alignment, not controllability. Precision prompting minimizes entropy, sharpens constraint satisfaction, and reduces distributional variance under complex inference workloads.

[Aman Yadav @justaboutamann]

Prompt engineering is not "asking AI better questions"; it is the deliberate construction of an executable semantic interface. Every token conditions the model's latent probability distribution, constraining the hypothesis space while optimizing inference trajectories. Context, role, constraints, exemplars, and output schemas collectively function as runtime control primitives, transforming stochastic generation into deterministic, task-oriented reasoning.

[Aman Yadav @justaboutamann]

@finkd A positive vision is just as important as the technology itself., Looking forward to what's next.

[Aman Yadav @justaboutamann]

@VaishaliMohan2 Anytime!

[Aman Yadav @justaboutamann]

Manifest Edinburgh!

[Aman Yadav @justaboutamann]

Either I will come back after hosting the Tricolor, or i will come back wrapped in it, but i will be come back for sure.

— Captain Vikram Batra
#KargilVijayDiwas

[Aman Yadav @justaboutamann]

I just finished watching #MusafirCafe and I’m honestly struggling to find words for how beautiful this series is. From start to finish, it kept me hooked emotionally. Even after it ended, the story stayed with me. @VikrantMassey Sir, your performance as Chander Mohan Sharma was extraordinary.,so natural, so honest, and so deeply moving.,that Chander felt real. Thank you for that. #MusafirCafé is more than just a love story; it's a reflection on life itself. Congratulations to the entire cast, writers, director, and Netflix team for creating something so heartfelt and memorable.

[Aman Yadav @justaboutamann]

@ShashiTharoor Sir has articulated what countless young Indians feel but struggle to express. Merit deserves integrity, not uncertainty. A powerful, statesmanlike appeal for justice, dialogue, and hope.

[Shashi Tharoor @ShashiTharoor]

An Open Letter to the Jantar Mantar protestors:

My dear young friends,

I address you today not as a politician or an MP, but as someone deeply troubled by what is happening to your generation of young Indians.

This is personal for me. I was born to a middle-class family: my father was a salaried newspaper employee, my mother a homemaker, with three children to educate on one income. For a family like ours, merit was not a slogan. Scholarships, fair examinations, honest results — these were the only way one salary could carry three children's dreams.

I went to school in Mumbai and Kolkata, to college here in Delhi, topped the University and earned admission into IIM — and chose instead to follow my passion for international affairs, in America, on a scholarship. Nothing was inherited; everything was earned by hard work and yes, Exams.

So I know that a fair, merit-based system is the only ladder for young people from lower and middle-income families to climb up. When that ladder is broken — papers leaked, examinations cancelled, trust destroyed — the children of the rich and powerful do not suffer. They have other ladders. It is your dreams, and your families' sacrifices (and tragically, in some homes, young lives themselves) that are betrayed.

To the young people gathered at Jantar Mantar, and those raising your voices peacefully across India: this country hears you. Your anger is not indiscipline — it is the anguish of a generation that did everything right and was still betrayed . You are not alone.

And to the millions of young Indians watching quietly: your generation is not a problem to be managed. You are the answer to India's future. Do not lose hope. This ladder will be rebuilt — by you, and by every Indian who stands with you.

To Shri Sonam Wangchuk-ji, my heartfelt appeal: please end your fast. You have awakened the conscience of the nation; that is what a fast is meant to do. India needs your voice for the long road ahead.

With Parliament in session again from Monday, we will have an opportunity to raise the students’ issues in the highest forum of our democracy. That’s where the problem should be addressed, not by fasting unto death. Please heed my plea.

And finally, to the Government: I respectfully urge you to reach out and engage in the dialogue our democracy owes its young citizens. That is not weakness; that is statesmanship.

[Aman Yadav @justaboutamann]

The time when India had a Scientist as a President and an Economist as a Prime Minister.

[Aman Yadav @justaboutamann]

Evaluating an AI SOC? Compare autonomy, integrations, AI architecture, governance, and contract clauses before you sign. Explore our practitioner buyer guide. The post What to Evaluate Before Buying an AI SOC Autonomy, Integrations, AI Architecture, Governance, and Contract Clauses appeared first on UnderDefense.

[Aman Yadav @justaboutamann]

@kritikatwtss Better luck next time

[Aman Yadav @justaboutamann]

Fuck what people think!

[Aman Yadav @justaboutamann]

Microsoft found a fake Perplexity AI Chrome extension that rerouted searches through attacker servers. Heres what users should check now. The post Microsoft Warns Fake Perplexity Extension Abused Chrome Search Features appeared first on TechRepublic.

[Aman Yadav @justaboutamann]

Behind every successful surgery, accurate diagnosis, and recovered patient are years of relentless learning, discipline, and sacrifice.

Here's to the doctors who show up every day with skill, resilience, and empathy.

Happy #NationalDoctorsDay . Your work changes lives in ways words never can.

[Aman Yadav @justaboutamann]

wtf, I genuinely don't get this.., if @WhatsApp rolled out username reservations, cool... idc, that's fine. But bc, if you're reserving a username, why the fuck are you sharing it everywhere?

Like... do you actually want every random ass person to DM you on WhatsApp? Or do you just not give a fuck about your privacy rn? Ikr, this whole thing makes zero sense to me.

[Aman Yadav @justaboutamann]

@Arushi_said Yup

[Aman Yadav @justaboutamann]

Microsoft has found a malicious Chrome extension that posed as the AI search engine Perplexity and quietly logged what people searched for. It routed every query and every character typed into the address bar through an attackercontrolled server before redirecting users to real results. Microsoft says Google removed it from the store after responsible disclosure. The extension was called ".