Sabitlenmiş Tweet

I keep seeing people backtest with Claude/ChatGPT and it's painful to watch.
LLMs will:
→ Invent price data to satisfy your prompt
→ Look into the future
→ Ignore survivorship bias
→ Make wrong assumptions about splits & adjustments
They will make your backtest looks great but pnl will probably not follow.
I built Kwants to fix this.
It gives your LLM a real backtesting engine:
• Downloads & cleans your Polygon data automatically
• Enforces strict point-in-time data access
• Ignores late prints
• Runs fast with vectorization + caching
• No hallucinations allowed at the infrastructure level
No code required. Works with any LLM.
Try it now:
kwants.dev
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