PHD QUANTS GET PAID SIX FIGURES TO IGNORE WIN RATE ENTIRELY, AND YOUR 95% BOT IS THE REASON WHY
One line settles it.
E = pW − (1−p)L
Win rate is half the equation. The other half is what a loss costs, and every grid bot screenshot hides that half.
Strip the math away. Being right often is not an edge. Being right bigger than you are wrong is.
That cloud is every trade. A carpet of tiny wins hugging zero, and a few dots falling off the map.
Minara dragged this off the trading floor. Type it in plain English, it writes the Python and hands you the backtest.
One sentence to a live strategy & every number, drawdowns included, sits in the article. Read it ↓
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محمد ﷺ
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محمد ﷺ
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محمد ﷺ
MUHAMMAD
I❤️
محمد ﷺ
MUHAMMAD
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#خاتم_النبیین_محمدﷺ#درود_وقرآن
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♥️ I LOVE ALLAH♥️
#خاتم_النبیین_محمدﷺ#درود_وقرآن
EVERYONE IS TALKING ABOUT GPT-5. ALMOST NOBODY IS TALKING ABOUT THE MODEL THAT JUST BEAT IT IN CODING
While everyone was watching GPT and Claude, Moonshot AI quietly released Kimi K3, a 2.8T parameter model that's already shaking up coding benchmarks.
Within days it became:
> #1 for frontend coding on arena ai, beating Claude Fable 5 and GPT-5.6 Sol
> 1M-token context window
> Only 16 of 896 experts (~1.8%) activated per token
> Open weights releasing July 27
> The pricing is even more interesting.
> K3 costs $3/M input and $15/M output.
> With cached input, the price drops to just $0.30/M if your system prompt stays the same. That's a 10x cost reduction for agent workflows.
Where K3 shines:
> Full-stack React apps
> Large codebase analysis & refactoring
> WebGL/WebGPU projects
> Multi-agent workflows
But there are trade-offs:
< Always-on reasoning makes simple tasks more expensive
< Open weights don't mean it will run on your laptop
< Benchmark claims should be verified independently after the weights are released
If these results hold up, Kimi K3 won't just be another open-source release.
It could be the first open model to genuinely challenge the frontier
Most people will scroll past this. The ones who spend a few hours testing it may gain weeks of advantage
Capture the opportunities in the oil market. Gain a competitive edge with our superior trading tech, ultra-fast execution and leverage up to 1:500.
*Trading in securities involves significant risk.
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♥️ I LOVE ALLAH♥️