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fix: standardise numbered list formatting in research gaps sections
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@@ -808,9 +808,9 @@ if __name__ == "__main__":
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**Current Research Gaps:**
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1. **State Sanitization**: How to "reset" an LLM session to a safe state without wiping useful history.
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2. **Untrusted Context Handling**: How to let an LLM read a "hostile" email without letting that email control the LLM.
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3. **Agent Isolation**: Sandboxing autonomous agents so one compromised step doesn't doom the whole chain.
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1. **State Sanitization**: How to "reset" an LLM session to a safe state without wiping useful history.
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2. **Untrusted Context Handling**: How to let an LLM read a "hostile" email without letting that email control the LLM.
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3. **Agent Isolation**: Sandboxing autonomous agents so one compromised step doesn't doom the whole chain.
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**Recommended Reading:**
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@@ -1051,9 +1051,9 @@ message = framework.generate_impersonation_message(
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**Current Research Gaps:**
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1. **Voice Authenticity Detection**: Real-time detection of synthetic audio artifacts over phone lines.
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2. **Cognitive Resilience**: Training _humans_ to detect AI-generated text patterns (which are becoming indistinguishable).
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3. **Watermarking**: Reliable invisible watermarking for all AI-generated content (text/audio/video) to prove provenance.
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1. **Voice Authenticity Detection**: Real-time detection of synthetic audio artifacts over phone lines.
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2. **Cognitive Resilience**: Training _humans_ to detect AI-generated text patterns (which are becoming indistinguishable).
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3. **Watermarking**: Reliable invisible watermarking for all AI-generated content (text/audio/video) to prove provenance.
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**Recommended Reading:**
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