TaklaXBR/zai-shell

# Technical Summary for Developer Directory Implements a multi-dimensional risk assessment engine (Sentinel) that decomposes command safety into structural, behavioral, contextual, and intent dimensions—learning from historical failures and detecting user panic states through language patterns. Built on Google's Generative AI API with optional local models, it employs multi-strategy self-healing (auto-retrying across 5+ shell environments) and integrates end-to-end encrypted P2P mesh collaboration using Fernet (PBKDF2HMAC-derived) for secure inter-agent communication. Extends beyond terminal control with hybrid vision capabilities (GUI error diagnosis) and web research synthesis, maintaining persistent memory through vector embeddings and JSON lesson logs across cross-platform environments.