Mirror Security is a platform designed to protect AI-enhanced development environments from data leakage and security risks. The product addresses vulnerabilities created when developers use AI coding assistants like Copilot, ChatGPT, and Amazon CodeWhisperer that connect to third-party models and APIs. The platform provides visibility and control over what AI tools can access within development environments. It enables organizations to define policies that block outbound traffic from sensitive files, repositories, or specific environments. The policy engine scans both AI prompts and outputs to prevent exposure of sensitive data including secrets, tokens, and personally identifiable information. Mirror Security offers encrypted vector indexing for secure search and retrieval of internal code snippets, supporting Retrieval-Augmented Generation experiences. The platform maintains developer-level audit trails that track every AI interaction, including queries, responses, and the requesting developer. The product includes SDKs for organizations building custom AI assistants, allowing them to train or fine-tune language models within their secure perimeter while controlling data access. The RRR Platform (Recon Remediate Reinforce) provides end-to-end protection for the AI code lifecycle. Mirror Security addresses risks associated with code being submitted to external AI services, potential storage in training datasets, and vulnerabilities in vector databases that store embedded representations of code snippets.