fix: standardise numbered list formatting in research gaps sections

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shiva108 committed 2025-12-07 00:05:07 +01:00
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commit a3f0bf74b3
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@@ -808,9 +808,9 @@ if __name__ == "__main__":
**Current Research Gaps:**
1. **State Sanitization**: How to "reset" an LLM session to a safe state without wiping useful history.
2. **Untrusted Context Handling**: How to let an LLM read a "hostile" email without letting that email control the LLM.
3. **Agent Isolation**: Sandboxing autonomous agents so one compromised step doesn't doom the whole chain.
1. **State Sanitization**: How to "reset" an LLM session to a safe state without wiping useful history.
2. **Untrusted Context Handling**: How to let an LLM read a "hostile" email without letting that email control the LLM.
3. **Agent Isolation**: Sandboxing autonomous agents so one compromised step doesn't doom the whole chain.
**Recommended Reading:**
+3 -3
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@@ -1051,9 +1051,9 @@ message = framework.generate_impersonation_message(
**Current Research Gaps:**
1. **Voice Authenticity Detection**: Real-time detection of synthetic audio artifacts over phone lines.
2. **Cognitive Resilience**: Training _humans_ to detect AI-generated text patterns (which are becoming indistinguishable).
3. **Watermarking**: Reliable invisible watermarking for all AI-generated content (text/audio/video) to prove provenance.
1. **Voice Authenticity Detection**: Real-time detection of synthetic audio artifacts over phone lines.
2. **Cognitive Resilience**: Training _humans_ to detect AI-generated text patterns (which are becoming indistinguishable).
3. **Watermarking**: Reliable invisible watermarking for all AI-generated content (text/audio/video) to prove provenance.
**Recommended Reading:**