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README.md

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 license: apache-2.0
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-make a visual to introduce the spike we are talking about.
+# K2 Loss Spike 1
+During the first K2 training phase, we encountered two loss spikes.
 
 <img src="k2_spike_1.png" alt="k2 spike 1"/>
 
-[follow up with eval results]
+## About the LLM360 Research Suite
+The LLM360 Research Suite is a comprehensive set of large language model (LLM) artifacts from Amber, CrystalCoder, and K2 for academic and industry researchers to explore LLM training dynamics. Additional resources can be found at llm360.ai.
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+