Automorphic offers a range of language model solutions- such as the ability to incorporate knowledge into language models using only 10 samples- self-improving models- rapid loading and stacking of fine-tuned adapters- compatibility with OpenAI API- and a publicly shared model platform called Automorphic Hub. Additionally- it includes Aegis- a firewall specifically designed for models- capable of detecting prompt injections- prompt and personally identifiable information (PII) leakage- toxic language- and other potential issues.