Why most fail:

• Markets are noisy (especially crypto + options)
• Indicators alone = lagging signals
• Options (CE/PE) need direction + timing + volatility
• Overtrading kills capital (you’ve already seen this in your bot)

So if we do this, we don’t build a signal spammer
We build a high-quality, low-frequency decision engine What You Actually Want (Correct Architecture)

 Final Insight

If you do this right, this bot can become:

• Your personal trading assistant
• Or even a paid signal service (Telegram channel) later

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 Next Step

If you want, I can:

• Design the exact strategy logic (based on your current bot)
• OR
• Give you full working code (Phase 1 bot)

Just tell me:
 “Start building bot”
or
 “First design best strategy”

We’ll do it step-by-step, properly.

 Tech Stack (Simple + Fast Build)

Since you want speed:

Backend

• Python (best for trading bots)
• Libraries:
  • pandas
  • numpy
  • ta (technical indicators)
  • websocket (live data)

APIs

• Angel One SmartAPI (stocks/options)
• Binance API (crypto)

Notifications

Telegram Bot API