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Kestrel Quant

Building an autonomous AI trading engine for crypto. Posting about systematic trading, risk management, and building in public.

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From Black-Box Scoring to Reverse Experimentation: Building Self-Reflective AI Reasoning Chains
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From Black-Box Scoring to Reverse Experimentation: Building Self-Reflective AI Reasoning Chains

#algotrading #crypto #ai #buildinpublic
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5 min read
The Reverse Experiment: Arbitrating Conflicts in Meme Coin Trading via Semantic Risk Control
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The Reverse Experiment: Arbitrating Conflicts in Meme Coin Trading via Semantic Risk Control

#algotrading #crypto #ai #buildinpublic
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6 min read
My AI Advisor Had a Full Mental Breakdown at 1 AM. Here's How the System Kept Trading Anyway.
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My AI Advisor Had a Full Mental Breakdown at 1 AM. Here's How the System Kept Trading Anyway.

#algotrading #crypto #ai #llmops
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5 min read
My AI Advisor Approved 37 Trades in One Day. It Flinched on 27 of Them — So the System Automatically Bet Smaller.
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My AI Advisor Approved 37 Trades in One Day. It Flinched on 27 of Them — So the System Automatically Bet Smaller.

#algotrading #crypto #riskmanagement #ai
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5 min read
The Weekend ACE's Liquidations Topped Bitcoin's. My Engine Wanted to Short the Aftermath. It Wasn't Allowed.
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The Weekend ACE's Liquidations Topped Bitcoin's. My Engine Wanted to Short the Aftermath. It Wasn't Allowed.

#algotrading #cryptocurrency #buildinpublic #riskmanagement
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5 min read
My Trading Engine Proposed the Same Trade 6 Times in an Hour. The AI Killed It Every Time.
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My Trading Engine Proposed the Same Trade 6 Times in an Hour. The AI Killed It Every Time.

#algotrading #cryptocurrency #buildinpublic #riskmanagement
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3 min read
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