ARUN PANDIAN.KA.NA

ஜெய் ஹிந்த்...
பயிர்த்தொழில் பழகு... Believes in Hindu Dharma.. Farmer,Trader, Investor.
Grand Son of Freedom Fighter. Bharat Ratna
Subhash Chandra Bose fan

[TNNEWS24Air @tnnews24air]

இப்போ தெரிகிறதா ஏன் சூர்யா ஜோதிகா கிறிஸ்தவ முறைப்படி திருமண கொண்டாட்டம் என்று..! கருப்பர் கணக்கு தானா? வைரல் கணக்கு!
#surya | #Jyotika | #karuppumovie | #marriage | #Tamilcinema | #ShreekumarGanesh

[Polimer News @polimernews]

அன்பில் மகேஷிடம் இரவே Raidயை கசியவிட்டது யார்? முத்துக்குமார் உயிருக்கு ஆபத்தா? பகீர் கிளப்பிய அதிர்ச்சி ஆடியோ.!

#Trichy | #AnbilMahesh | #CentralCrimeBranch | #ViralVideo | #PolimerNews

[The Indian Investor @Anvith_]

🏆 Top 7 Defence Companies by Operating Profit Margin (as of Sep 2026)

🚀 Taneja Aerospace: 61.18%
📡 Data Patterns: 39.65%
✈️ Apsis Aerocom: 37.52%
⚙️ Millworks Technologies: 34.97%
🚁 Unimech Aerospace: 33.18%
🎯 Zen Technologies: 32.65%
🛡️ Hindustan Aeronautics (HAL): 29.64% 

💡 Taneja Aerospace leads the pack by a massive margin.

🚫 No Recommendation.

[Dr Adina Priscilla ♠️❤️ @DixadinaDMK]

ஏன் திமுகவுக்கு இத்தனை எதிரிகள்?
காரணம் திமு��� சமூகநீதி பேசுகிறது.

[K.Annamalai @annamalai_k]

திமுக நிறுவனரும், தமிழகத்தின் முன்னாள் முதலமைச்சருமான மறைந்த பேரறிஞர் சி.என்.அண்ணாதுரை அவர்களின் பிறந்த தினம் இன்று.

மதுவிலக்குக் கொள்கையில் உறுதியாக நின்றவர். ஊழலுக்கும், குடும்ப அரசியலுக்கும் எதிராக வாழ்ந்தவர். எளிமையையும் நேர்மையையும் தனது அரசியல் வாழ்வில் கடைப்பிடித்தவர்.

தமிழகம் கண்ட எளிமையான தலைவர்களில் ஒருவரான பேரறிஞர் அண்ணாதுரை அவர்களின் நினைவைப் போற்றி வணங்குகிறோம்.

[खुशी 🚩 सनातनी लड़की 🚩 @Brand_khushi]

Important Public Safety Announcement: 📯

There is nothing nutritional about Noodles, avoid it at all cost.🕵️
#brand_khushi

[Ankush Prajapati @Mf360WW]

Different Ways to invest in Foreign Stocks

[The Indian Investor @Anvith_]

🚀 Top 7 Indian Aerospace & Defence Companies Ranked by ROE👇

1️⃣ Sigma Advanced System: 90.63%
2️⃣ Millworks Technologies: 70.03%
3️⃣ Garden Reach Shipbuilders: 31.60%
4️⃣ Bharat Electronics (BEL): 27.45%
5️⃣ Apsis Aerocom: 25.26%
6️⃣ Sika Interplant: 25.13%
7️⃣ Hindustan Aeronautics (HAL): 23.97%

💡 Strong fundamentals driving India's defence sector expansion.

🚫 No Recommendation.

[doctor insta @doctorinstaha]

ECG Made Easy: Step-by-Step ECG Interpretation

#ECG #MedEd #Cardiology #Medicine

[Neetu Khandelwal @T_Investor_]

🚨 Income taxpayers as % of Adult population :

1. France : 78.3 %
2. Germany : 61.3%
3. UK : 59.7%
4. USA : 50.1%
5. India : 2.2%

Just imagine the growth and development of #India could happen if tax paying percentage increase significantly. #IncomeTax

[ARUN PANDIAN.KA.NA @Kn1Arun]

DSK Legal moves into new office in Chennai https://t.co/yesEEdRHK5

[Globe Data @data_globe]

History of United States Presidents

🇺🇸 George Washington — 1789–1797
🇺🇸 John Adams — 1797–1801
🇺🇸 Thomas Jefferson — 1801–1809
🇺🇸 James Madison — 1809–1817
🇺🇸 James Monroe — 1817–1825
🇺🇸 John Quincy Adams — 1825–1829
🇺🇸 Andrew Jackson — 1829–1837
🇺🇸 Martin Van Buren — 1837–1841
🇺🇸 William Henry Harrison — 1841
🇺🇸 John Tyler — 1841–1845
🇺🇸 James K. Polk — 1845–1849
🇺🇸 Zachary Taylor — 1849–1850
🇺🇸 Millard Fillmore — 1850–1853
🇺🇸 Franklin Pierce — 1853–1857
🇺🇸 James Buchanan — 1857–1861
🇺🇸 Abraham Lincoln — 1861–1865
🇺🇸 Andrew Johnson — 1865–1869
🇺🇸 Ulysses S. Grant — 1869–1877
🇺🇸 Rutherford B. Hayes — 1877–1881
🇺🇸 James A. Garfield — 1881
🇺🇸 Chester A. Arthur — 1881–1885
🇺🇸 Grover Cleveland — 1885–1889
🇺🇸 Benjamin Harrison — 1889–1893
🇺🇸 Grover Cleveland — 1893–1897
🇺🇸 William McKinley — 1897–1901
🇺🇸 Theodore Roosevelt — 1901–1909
🇺🇸 William Howard Taft — 1909–1913
🇺🇸 Woodrow Wilson — 1913–1921
🇺🇸 Warren G. Harding — 1921–1923
🇺🇸 Calvin Coolidge — 1923–1929
🇺🇸 Herbert Hoover — 1929–1933
🇺🇸 Franklin D. Roosevelt — 1933–1945
🇺🇸 Harry S. Truman — 1945–1953
🇺🇸 Dwight D. Eisenhower — 1953–1961
🇺🇸 John F. Kennedy — 1961–1963
🇺🇸 Lyndon B. Johnson — 1963–1969
🇺🇸 Richard Nixon — 1969–1974
🇺🇸 Gerald Ford — 1974–1977
🇺🇸 Jimmy Carter — 1977–1981
🇺🇸 Ronald Reagan — 1981–1989
🇺🇸 George H. W. Bush — 1989–1993
🇺🇸 Bill Clinton — 1993–2001
🇺🇸 George W. Bush — 2001–2009
🇺🇸 Barack Obama — 2009–2017
🇺🇸 Donald Trump — 2017–2021
🇺🇸 Joe Biden — 2021–2025
🇺🇸 Donald Trump — 2025–Present

[Ayasha @I_AM_AYASHA]

50 websites that feel like the internet’s hidden toolbox 🧰

1. https://t.co/xcsIWcn65M — Free research papers
2. https://t.co/noaZKa69Hg — Borrow books online
3. https://t.co/5tsz46vVr0 — Free academic journals
4. https://t.co/CAvMMAtfBp — App alternatives
5. https://t.co/9dCCaCpJBz — Find where to stream
6. https://t.co/4QVUgRary2 — Internet archives
7. https://t.co/vbM2hizQQg — 70K+ free books
8. https://t.co/bwvStgKuf9 — Free textbooks
9. https://t.co/m8qhb3fmKd — Free courses
10. https://t.co/rnJfgll8sQ — Solve complex problems
11. https://t.co/AokPm1QKqG — Photoshop alternative
12. https://t.co/bw2CTH6Yue — Compress images
13. https://t.co/RMmYfxcJiY — Remove backgrounds
14. https://t.co/H281vKYgTc — Remove objects
15. https://t.co/gKDigOuJL4 — Remove video backgrounds
16. https://t.co/hEWuz7xh0s — Beautiful code images
17. https://t.co/hMgLdMY82Q — Code screenshots
18. https://t.co/LprZr7JVs4 — Product mockups
19. https://t.co/pVFa14C0CW — Create mockups
20. https://t.co/D0IiVkZH5G — Check data breaches
21. https://t.co/tv1BZy0ayg — Scan files & URLs
22. https://t.co/X6yHE0dFuh — Self-destructing notes
23. https://t.co/jg1k8VZMGv — Temporary email
24. https://t.co/GTul8RuR9N — Temporary file sharing
25. https://t.co/W5rw5ltAxu — Save webpages
26. https://t.co/Xyyh2GKzIi — Find similar websites
27. https://t.co/mBBezz0hTK — Explore global radio
28. https://t.co/C5QlgYIPEP — Discover music genres
29. https://t.co/rBPD1KIyPN — Find songs from shows
30. https://t.co/ChRCPLQJy2 �� Focus music
31. https://t.co/rvpa6rt1h8 — Custom background sounds
32. https://t.co/fkevVCQZon — Café ambience
33. https://t.co/TBmM28BFRj — Research assistant
34. https://t.co/MCCObYAJeR — Research-backed answers
35. https://t.co/TOjfnuXUE4 — Research connections
36. https://t.co/dMZpzJBxJr — Academic search
37. https://t.co/z7ZFyUT0CP — Understand research papers
38. https://t.co/UWifj79XKR — YouTube summaries
39. https://t.co/polU1L8bQJ — AI for developers
40. https://t.co/FRhMsO7vt5 — Test regex
41. https://t.co/wFFdvsC7rh — Format code
42. https://t.co/YzsGSFtbH9 — Format JSON
43. https://t.co/b2sFrAgBeW — Understand terminal commands
44. https://t.co/nvJ6hhqTah — Bookmark manager
45. https://t.co/hamo1DR3Ra — Check outages
46. https://t.co/ixenX3BTGe — Reverse image search
47. https://t.co/rRLmGzveGb — Internet speed test
48. https://t.co/ev6ICuUJrp — PDF tools
49. https://t.co/gl6QGERDt6 — Merge/split PDFs
50. https://t.co/hpE6xgKPZ6 — Temporary email

Save this. You’ll definitely need some of these later. 🔖

Follow @I_AM_AYASHA for more useful websites, AI tools & tech resources. 🚀

[Amir Ansari @AamirAnsar94694]

AI is not one technology.

It’s an entire ecosystem.

And the deeper you go, the more you realize that ChatGPT or Claude is only one layer of a much bigger stack.

At the foundation, you have:

→ Machine learning
→ Neural networks
→ Transformers
→ Computer vision
→ Large language models

Then comes the infrastructure that makes these models useful:

→ Data & knowledge systems
→ Fine-tuning
→ Prompt engineering
→ RAG
→ Knowledge graphs
→ Model serving & inference

But that’s still not the end.

The next layer is where AI starts doing things:

→ AI agents
→ Tool orchestration
→ Multi-agent systems
→ Autonomous execution
→ Memory systems
→ Self-reflection & error recovery

And then AI moves into real-world applications:

→ AI copilots
→ Personalization
→ Content generation
→ Code generation
→ Voice & video
→ Business automation

But there’s one part that becomes more important as AI gets more autonomous:

Trust.

Security.
Privacy.
Bias & fairness.
Explainability.
Human oversight.
Risk management.
Governance.
Compliance.

Because building a powerful AI system is only half the problem.

The bigger challenge is building one that people can trust, control and deploy safely.

That’s why the future of AI isn’t just about better models.

It’s about the entire ecosystem working together.

Models + Data + Infrastructure + Agents + Applications + Governance.

Most people are focused on the model.

The real opportunities may be hiding in everything around it.

Save this AI ecosystem map. It’s worth revisiting as the industry evolves.

Follow @AamirAnsar94694 for more practical AI, tech & business insights.

#AI #ArtificialIntelligence #GenerativeAI #AIAgents #MachineLearning #LLM #AIEngineering #FutureOfAI

[Trade Brains Portal @TbPortal]

Mukul Agrawal’s Diversified Portfolio: 10 Stocks to Watch

[Kayezad E Adajania @kayezad]

Rs 5-10 lakh health cover isn't enough anymore. Medical inflation is at 12-14%, and a single cancer or cardiac treatment in a metro can cost ₹15-25 lakh.

Our cover story explains how much cover you actually need.

@Preeti__Kul writes in @ET_Wealth

[PttvOnlinenews @PttvNewsX]

வீடு வாங்கப் போறீங்களா? மிஸ் பண்ணிடாதீங்க... தமிழக அரசு வெளியிட்ட அறிவிப்பு
#Tamilnadu #newsupdate #puthiyathalaimuraitv

[Compounding Quality @QCompounding]

How to analyze stocks (in six simple steps)

[Cata Paul 🃏‍‍‍ @CataPaul2]

👞 The best-selling shoe brands in the world

1. 🇺🇸 Nike — US$ 29.5 B
2. 🇩🇪 Adidas — US$ 16.1 B
3. 🇺🇸 Skechers — US$ 9.2 B
4. 🇺🇸 New Balance — US$ 7.4 B
5. 🇩🇪 Puma — US$ 4.7 B
6. 🇯🇵 ASICS — US$ 4.1 B
7. 🇨�� On — US$ 3.4 B
8. 🇺🇸 Crocs — US$ 3.1 B
9. 🇩🇪 Birkenstock — US$ 2.4 B
10. 🇨🇳 ANTA — US$ 2.4 B
11. 🇨🇳 Li-Ning — US$ 2.2 B
12. 🇺🇸 UGG — US$ 2.2 B
13. 🇫🇷 Hoka — US$ 2.2 B
14. 🇮🇹 FILA — US$ 2.0 B
15. 🇺🇸 Vans — US$ 1.9 B
16. 🇺🇸 Converse — US$ 1.5 B
17. 🇺🇸 Brooks — US$ 1.5 B
18. 🇫🇷 Salomon — US$ 1.4 B
19. 🇺🇸 Timberland — US$ 1.3 B
20. 🇺🇸 Under Armour — US$ 1.2 B

🖇️ Source: Official company reports, Bloomberg, Statista