1857

𝙎𝙬𝙖𝙙𝙝𝙖𝙧𝙢𝙚 𝙉𝙞𝙙𝙝𝙖𝙣𝙖𝙢 𝙎𝙝𝙧𝙚𝙮𝙖𝙝𝙖, 𝙋𝙖𝙧𝙖𝙙𝙝𝙖𝙧𝙢𝙤 𝘽𝙝𝙖𝙮𝙖𝙫𝙖𝙫𝙖𝙝𝙖 (better die defending your beliefs than capitulate) ...

[Siddharth's Echelon @SiddharthKG7]

By now everyone who watches Korean drama should have also understood how casteist & classist even Korean society is.
Impossible to move up by marriage.

They have so much similarities with Indian system & that’s why Europeans weren’t wrong to put all of us in “Oriental” tab.

[1857 @kingisback98765]

@StarHealthIns - why is my account payment in auto debit mode without my consent?

Who did this?

[Suraj Sharma @suraj_sharma14]

If I had 6 months to become an Agentic AI Engineer.

I'd do this.

Stage 1: Python + Async Foundations
asyncio, FastAPI, event-driven architecture, error handling, API integration patterns.

Stage 2: LLM Fundamentals for Agents
Context management, model routing, token economics, latency tradeoffs, failure modes.

Stage 3: Tool Calling + Structured Outputs
Pydantic validation, function calling schemas, error recovery, dynamic tool discovery.

Stage 4: Memory + State Management
Short-term buffers, long-term vector recall, context compression, cross-session sync.

Stage 5: Single Agent Workflows
ReAct loops, plan-and-execute, self-reflection, iteration limits, graceful degradation.

Stage 6: Multi-Agent Orchestration
LangGraph/CrewAI, supervisor patterns, message passing, conflict resolution, handoffs.

Stage 7: Human-in-the-Loop Systems
Uncertainty detection, approval gates, audit trails, resume logic, intervention points.

Stage 8: Evaluation + Quality Assurance
Automated eval harnesses, LLM-as-a-judge, regression testing, hallucination metrics.

Stage 9: Observability + Tracing
Distributed tracing (LangSmith/Arize), cost dashboards, latency monitoring, alerting.

Stage 10: Security + Guardrails
Prompt injection defense, output filtering, PII redaction, sandboxed execution, compliance.

Stage 11: Production Deployment
vLLM/SGLang, Kubernetes scaling, CI/CD for agents, canary releases, rollback strategies.

Stage 12: Open Source + Portfolio
Ship autonomous agents publicly, write architecture docs, record demos, contribute to libs.

Most people stay stuck watching tutorials.

Builders get hired.

(Bookmark it)

[Chinmay A. Singh @chinmay]

Indians are blaming Infy/Murthy/Nandan for a lack of home-grown LLM. But that blame is misplaced. Infy/Murthy/Nandan could never start an AI company. They had money and they could have fund something. But that again, is their money and why should they risk it?

The real culprit here is Amitabh Kant and other IAS like him. These are the people, why I left India and started two companies in the US. These are the people, why much of Indian talent left to work for US based companies. And these folks did well.

Let's say the government gives me $10B and ask me to set up an AI lab in India. Am I qualified to do it? YES. Will I do it? HELL NO

And you would ask why? Some would say that I have a cozy life in the US. Some would say, I have deep connection in the US, including family. All of that is correct but does not pin point the reason why I wont start a company in India.

The real reason is Babu. Unlike, many In India who think competing for 1000 seats using some bullshit essay writing contest makes Babu some wizard, I have not come across one, I will hire as an analyst. Under no circumstance, I am gonna report to a babu (Happy report to Dharmendra Pradhan or Smriti Irani though). Also, under no circumstances, I will accept a position where I am unable to fire and put an IAS in jail if they reported to me and indulged in some corruption.

Till this babu problem is fixed, no NRI would come to India. If I were the CIA or CCP, trying to ensure that India does not gain AI independence, I would make every effort to protect Babu fiefdom.

[1857 @kingisback98765]

@AmazonHelp Issue not resolved

[1857 @kingisback98765]

@AmazonHelp -

I have received the wrong product & your team is unresponsive.

Please find the order details below.

[1857 @kingisback98765]

@AmazonHelp Replied in DM. Please update

[1857 @kingisback98765]

@daniel_s_larson - I am a IT Engineer. Please help me get to the US.

[Vinodsrinivasan @vinodsrinivasan]

Over the next two months, roughly ₹1.4 lakh crore of shares could hit the Indian market. ₹60,000 crore in fresh issues. Up to ₹80,000 crore from lock up expiries. Most people see a busy IPO season. I see an information signal. Thread.

[Rahul Gandhi @RahulGandhi]

PM Modi also personally supervised the NEET paper leak.

[seduction sage @seductionsage]

40 TV MOVIES FOR ADULT 🔞🍿

A Thread...🧵👇

[Carver @carverfomo]

An Indian tech founder posted a thread on a Sunday morning that AI was going to wipe out half of Bangalore's coding jobs inside twelve months. The thread named TCS, Infosys, and Wipro. Any engineer without his own Claude agent by January was going to be unemployed by March.

Forty thousand engineers in Bangalore opened the thread before Monday standups. Twenty thousand spent the rest of the day on YouTube. The other twenty thousand updated their LinkedIn to "AI Engineer" before lunch.

A 24 year old engineer at the back of one of those offices opened the thread at 11pm on a Tuesday. He set his phone on a tripod and filmed himself learning Go. Posted forty seconds as a reply.

By Friday his own company had rebuilt the careers page around the clip. The CEO mentioned him on the earnings call. TCS sent the clip to twelve thousand internal engineers as the official response to the founder's thread.

While the West argued whether AI would take coding jobs, Bangalore was being told the answer was a forty second clip of a kid learning Go after midnight.

Every founder who had been called out in the original thread DM'd him. Every recruiter saved the clip. Every engineering student in India sent it to their parents. He never replied.

Then someone wrote: pause at 0:27. The Go installation page is real. Look at the curved Dell monitor above his head.

That second screen is not running Go documentation. That is a live wallet.

gabagool22. $868,862 profit. 28,620 entries. Joined October 2025. 735K views on the page.

https://t.co/XrVYCkVBpI

He posted forty seconds to prove the founder's prediction was wrong. The screen behind him had been quietly running the founder's prediction for four months.

28,620 positions. All BTC. All fifteen minute windows. All green. Biggest single win: $4,696. From a window that closed before he opened his work laptop.

Comments turned into a detective board. Someone slowed the video to 0.25x. Someone else zoomed the curved monitor. A third guy reconstructed the wallet page from twelve seconds of background footage.

Entry prices between 2 and 10 cents. Payouts in the thousands. Not one red row across 28,620 entries.

The Go tutorial was not the upskilling. The Go tutorial was the cover.

Six months ago a Chinese developer in Shenzhen filmed a tutorial and accidentally showed the same wallet on his second monitor. 400K views before he deleted it. The Bangalore dev was one of the forks.

The founder quoted the kid's clip three times as proof his prediction was wrong. He never opened the second tab. Neither did anyone who shared it.

The Claude agent runs BTC fifteen minute windows around the clock. Entry at 2 cents. Exit at 10. Done in fifteen. It never sleeps. It made $4,696 on the Tuesday the founder retweeted his clip.

His salary was $32K a year. The wallet made $868K in four months.

He posted forty seconds of learning Go to prove the founder's prediction was wrong. The founder's prediction was running on his second monitor the whole time. The whole industry cheered him for it.

[Indian Tech & Infra @IndianTechGuide]

Your thoughts?

[𝕎𝔸𝕂𝔼ℕ𝔸 𝔹𝔸ℝÉ🏹🌞 @realvrios_]

"Why didn't China conquer the world?"

Because they didn't need to. Most Asian civilizations, such as China, Persia, India, or Arabia, were already largely self-sufficient, and their territories could already feed the largest populations in the world at the time. So, no need to navegate the Oceans in search of something they already had.

Europeans, on the other hand, heavily dependent on trade with Asia, ventured out to sea in search of new trade routes, since the Ottomans had blocked trade with the East after the conquest of Constantinople and increased the price of goods in Europe.

This consequently led to the strengthening of European naval and diplomatic power in the world's seas, leading to the colonialism we know today.

[Helen Casanova | Seduction Palace @HelenCasanova_]

A woman who's been happily married to her husband for 15 years says:

"These are the non-negotiable rules in our marriage. Today, society mocks them, but our marriage has never been stronger."

These are the rules....

[1857 @kingisback98765]

@AsimAli6 Completely agreed with this.

The fact is unlike yesterday, today more people are aware of this.

However, we don't have a channel to express these concerns

[Asim Ali @AsimAli6]

Indian oligarchs, as Raghuram Rajan said back in 2010, make their wealth via state discretion from real estate, natural resources & exclusive licenses. Real 'strategic threat' is this oligarch class which refuses to invest in industrial tech, which is imported wholesale frm China

[Rohan Das @rohaninvestor]

If you are serious about options trading, this 1-hour Yale lecture is non-negotiable.

60 minutes lecture can teach you more about options trading than 99% of options trading courses.

Save this and watch it without distractions. 📌

[Prakash Dadlani @prakdadlani]

Want to import from China?

The rules are stricter than ever.

India wants people to buy Indian-made goods.

So the government has put up many barriers.

Here is a simple step by step guide 🧵👇🏻