Update title to 'Adaptive Incident Response Under Polymorphic Adversaries'; redraw architecture and training pipeline SVGs

README.md

@@ -1,5 +1,5 @@
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-title: Janus (AdaptShield)
+title: Janus (AdaptShield) — Adaptive Incident Response Under Polymorphic Adversaries
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@@ -14,7 +14,7 @@ tags:
 short_description: Two-phase adaptive cybersecurity benchmark for LLMs
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-# Janus (AdaptShield) — Two-Phase Adaptive Cybersecurity Benchmark
+# Janus (AdaptShield) — Adaptive Incident Response Under Polymorphic Adversaries
 
 **AdaptShield** is the environment: a two-phase agentic cybersecurity
 simulator where an LLM defends a 4-node enterprise network against an
@@ -36,7 +36,6 @@ gap, and the [Results](#results) section is where the gap closes.
 - **Colab notebook (SFT + GRPO reproducer, free T4):** `TODO`
 - **Artifacts / model repo:** [`SaiManish123/Janus`](https://huggingface.co/SaiManish123/Janus)
 - **Demo video:** `TODO`
-- **Blog / writeup:** `TODO`
 
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