Logesh Kumar

Software Consultant. AI Enthusiast. Interested in developing Android apps, Web apps, Service APIs and algo trade systems.

[Logesh Kumar @R_Logesh_kumar]

@Curious_Com_ HEVs and PHEVs are going to be a bridge between EV and ICE vehicles. Toyota being the global leader has to concentrate on this niche segment which really works out for the Market like India. Even in US HEVs are trending than the BEVs

[Dr Jaison Philip. M.S., MCh @Jasonphilip8]

The Honourable Chief Minister of Tamilnadu, Mr. Joseph Vijay Sir, addressed the ppl, & outlined his plans for the state. A true visionary:
Copyright & credit: Polimer News

[Logesh Kumar @R_Logesh_kumar]

@hicasamadim 72

[Logesh Kumar @R_Logesh_kumar]

@titoraja @UpdatesChennai @sivasankar1ss What's the financial status of the TNSTC currently. Previously there were huge Debts and Salary issues right? Are those taken care?

[Vipin Saroha @vipinsarohayt]

No Indian Prime Minister had visited Norway in the last 43 years. But Modi ji went. Do you know why?

On February 27, 2026, Norway’s Sovereign Wealth Fund blacklisted Adani's company, Adani Green Energy.

A massive oil reserve was discovered in Norway's seas in 1990. By selling this oil, Norway started generating a vast amount of money. However, Norway knew that oil would not last forever, so they created a fund and began depositing the oil revenue into it.

Norway invests the money from this fund exclusively outside Norway so that its economy remains unaffected under any circumstances. This fund primarily invests money in the stock market, in lending to other countries, in purchasing properties abroad, and in renewable energy projects like solar and wind energy.

It holds 1.5% of the shares of listed companies worldwide. This Norwegian fund owns shares in 7,200 companies, including Apple, Microsoft, Amazon, and Nvidia. The fund has so much money that if it were distributed among every citizen of Norway, each person would receive more than 3 crore rupees.

This fund maintains high ethical standards. It does not invest in companies that manufacture tobacco, produce nuclear weapons, violate human rights, or engage in corruption. It blacklists them. It was precisely due to serious allegations of corruption against Adani that it blacklisted his company.

Now understand the chronology:
No Prime Minister had visited Norway for 43 years. Norway blacklisted Adani Green on February 26, and on May 18, Modi ji arrived in Norway. He got delayed only because the Bengal elections came up in between, otherwise, our beloved Modi ji would not have waited even a single moment for his friend. Is there really anything left to explain?

Over in America, when a case was filed against Adani for allegedly giving a bribe of 2,000 crore rupees, a trade deal was struck with America. Under this deal, the doors of India were opened for American agricultural companies, tariffs were imposed on Indian companies in America, and India received absolutely nothing in return.

A few days later, the American court closed Adani's case permanently. And now, Adani will invest 1 billion dollars in America.

Do you people still have any doubt that the honor of this country is being sold to save Adani?

You people think that the Prime Minister is yours, but Adani has kept the Prime Minister for his own work...

Narendra Modi is compromised.

[Logesh Kumar @R_Logesh_kumar]

@FI_InvestIndia ID cards and car key fit very well in that pocket.

[Logesh Kumar @R_Logesh_kumar]

@InvestorOfJAMMU Medicines have higher margins usually 40% to 60% even for the top brands. That's why usually they give 10-20% in retail sales.

[Noah @NoahKingJr]

Anthropic with Software engineers:

[Logesh Kumar @R_Logesh_kumar]

@Bengalururain The amount of pollution coming from the center is creating a barrier for the clouds

[Siva @sivalabs]

LLMs and AI Agents are non-deterministic and most of us are just figuring out how things work.

In this phase it's best to put aside our previous opinions and try things to see how it goes.

So, I am trying different ways of using AI agents:

1. One manual end-to-end flow setup and vibe coding:

In this approach I manually implement one end-to-end flow for a UseCase with all the best practices I want to follow. From then onwards giving simple prompts with whatever feature I want to build with just enough details. No agent skill, no SDD. Surprisingly, it is working well for my pet projects.

2. Spec Driven Development: In this approach, I create a Spec, generate an implementation plan, implement the feature, review by AI and human. Augment this process with agent skills. This is giving me the most accurate results but consuming more tokens.

3. SDD with TDD: Almost like the previous approach but the implementation step follows the TDD approach. Results are kind of similar to the previous approach but consuming a lot more tokens.

One more approach I would like to explore is having E2E and Performance tests in place and vibe code all the way without even looking at the generated code.

Many of us are quick to jump to the opinion that AI generates sloppy code without human review. But IMO AI is generating better code than an average developer.

The only way to find optimal workflow is experimentation with different options a.k.a Fuck Around, Figure Out (FAFO) 😄

[A.R.Rahman @arrahman]

தமிழக வெற்றிக்கழகத்திற்கு இதயம் கனிந்த வாழ்த்துகள்!

அன்புள்ள விஜய் அவர்களுக்கு,
ஊழலற்ற அரசியல், சமூக நீதி, சமத்துவம் ஆகியவற்றை முன்னிறுத்தி, தமிழ்நாட்டை முன்னணிக்கு கொண்டு செல்லும் சிறந்த தலைவராகநீங்கள் உயர, வளர வாழ்த்துகள்.
பிளவுகளை மறுக்கும் அரசியல் பண்பாட்டுடன், தமிழையும் தமிழரையும்கொண்டாடும், 

சென்னை நகரத்தை கலை மற்றும் செழிப்பு நிறைந்ததாக மாற்றும் பயணமாக உங்கள் பணி சிறக்கட்டும்!

ஏஆர் ரஹ்மான்

[Logesh Kumar @R_Logesh_kumar]

@rushlane Where did they get the E85 fuel to test it

[Logesh Kumar @R_Logesh_kumar]

@tamilamuthan100 Making it online, increases the possibilities of hacking. That's why physical is still followed.

[Siva @sivalabs]

Looks like AI honeymoon period is over 😉

Now everyone is slowly putting token limits and switching to API usage based billing.

#FreeLunchIsOver

[𝖢𝖺𝗍𝖺𝗅𝖾𝗒𝖺 @catale7a]

WATERMELON

People in India are dying by eating watermelon, I'm unable to comprehend this news

[Logesh Kumar @R_Logesh_kumar]

@r3586_r

[Logesh Kumar @R_Logesh_kumar]

Tested this with Ollama + Llama 3 locally — solid latency for on-prem.
If you're a Spring Boot dev exploring AI — Spring AI's RAG is your fastest path to production.
Drop a 🔁 if you want the full code repo!
#SpringAI #RAG #Java #SpringBoot #LLM

[Logesh Kumar @R_Logesh_kumar]

🔍 Building RAG-Powered Apps with Spring Boot AI — here's the architecture breakdown every Java dev needs to know 🧵👇

[Logesh Kumar @R_Logesh_kumar]

Why RAG over fine-tuning?
✅ No retraining costs
✅ Real-time knowledge updates
✅ Less hallucination
✅ Works with private/enterprise data