My trading bot runs 24/7 and sends me Telegram updates every 15 minutes.
Architecture:
- PROD server: runs bots, stores data, sends alerts
- GPU server (RTX 3080): trains models
- SSH sync: data flows to GPU, trained models flow back
Nifty futures + BTC perpetuals. Multiple timeframes.
Auto-retrains every few hours. Zero manual intervention.
The engineering took longer than the strategy.
Many long-term investors are not taking too much risk.
They are taking too little.
Too much hybrid.
Too much debt.
Too much comfort.
And then they wonder why wealth creation feels slower than expected.
I tested SIP on the 1st vs 5th vs 10th vs 15th vs 25th of every month.
Nifty 50, Rs 10,000/month, 10 years (2014-2024).
Results (XIRR):
1st: 13.42%
5th: 13.38%
10th: 13.35%
15th: 13.41%
25th: 13.37%
Max difference: 0.07%.
People spend hours optimizing SIP date. The data says it doesn't matter.
Consistency beats timing.
India had 4 Cr demat accounts in 2020. Now it's 18 Cr.
4.5x in 6 years.
MF AUM: Rs 25L Cr (2020) -> Rs 68L Cr (2026)
Monthly SIP flow: Rs 8,500 Cr (2020) -> Rs 26,000 Cr (2026)
Options contracts/day: 2 Cr (2020) -> 80+ Cr (2024 peak)
This is a structural shift, not a cycle.
More participants = more volumes = more revenue for exchanges, brokers, AMCs.
I own BSE. The exchange is the toll booth.
+6.51% at the high. Gave back almost half. Closed +3.98%.
The hardest part of a green day is watching it shrink (Well, US market runs while I sleep so I missed the whole show 😂)
लाल किला विस्फोट हमारे देश के लिए एक दुखद घटना थी। ऐसे हमले देश और जनता दोनों को नुकसान पहुँचाते हैं। आइए, नफरत छोड़कर प्रेम, शांति और एकता से अपने देश को सुरक्षित और मजबूत बनाएं।
Happy independence day - Today, we renew the spirit our forefathers died for—freedom is our duty to build a just, strong India through integrity, unity, and hard work
“A right person often stands alone, while corrupt and dishonest individuals are usually seen surrounded by a crowd. Truth takes time to come forward—sometimes, a person breaks down in the process. But eventually, the truth always comes to light.”