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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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Beyond Binary: Navigating Multi-Factor Conflicts with F-072 Dynamic Risk Control in AI Trading

Beyond Binary: Navigating Multi-Factor Conflicts with F-072 Dynamic Risk Control in AI Trading

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5 min read
Beyond the Hard Block: Designing 'Soft Intercepts' for AI Semantic Risk Control

Beyond the Hard Block: Designing 'Soft Intercepts' for AI Semantic Risk Control

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5 min read
Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing

Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing

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5 min read
Turning LLM 'Muttering' into Hard Risk Control: The F-072 Risk Word Capture & Dynamic De-risking Mechanism

Turning LLM 'Muttering' into Hard Risk Control: The F-072 Risk Word Capture & Dynamic De-risking Mechanism

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

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

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5 min read
The Reverse Experiment: Arbitrating Conflicts in Meme Coin Trading via Semantic Risk Control

The Reverse Experiment: Arbitrating Conflicts in Meme Coin Trading via Semantic Risk Control

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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.

My AI Advisor Had a Full Mental Breakdown at 1 AM. Here's How the System Kept Trading Anyway.

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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.

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

The Weekend ACE's Liquidations Topped Bitcoin's. My Engine Wanted to Short the Aftermath. It Wasn't Allowed.

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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.

My Trading Engine Proposed the Same Trade 6 Times in an Hour. The AI Killed It Every Time.

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3 min read
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