In addition to chat interfaces, there are other interaction options with LLMs that developers can integrate into their applications and offer added value.

UpCrypter phishing since Aug 2025 uses fake voicemails, RAT payloads, and anti-analysis, hitting global industries.

The Model Context Protocol aims to standardize the connection of external sources to LLMs. A TypeScript example demonstrates its use.