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NGROK

ngrok is a software platform that provides secure tunneling services, enabling locally hosted web applications and services to be exposed to the public internet through temporary or static public URLs. It is widely used by developers for testing, demonstrations, and receiving webhooks without requiring changes to network or firewall configurations. Ngrok creates encrypted tunnels that forward external traffic to local servers and supports protocols including HTTP, HTTPS, TCP, and TLS. Over time,

CLAUDE

Claude is a large-language-model assistant developed by Anthropic that answers questions, writes code, and analyzes documents through chat and API interfaces. Developers and organizations use it as the core model family behind the Claude Platform, Managed Agents, and other Anthropic services.

CODEX

Codex is OpenAI’s code-generation and agent platform for developers. It exposes an API and client tooling that turn natural-language instructions into executable code while providing streaming progress, sandboxing and IDE-integrated workflows.

CLAUDE CODE

Claude Code is an Anthropic-built AI coding assistant that plugs into terminals, editors, and CI pipelines to generate, review, and refactor software. Recent releases highlight enterprise TLS support, security-auditor workflows, and agent-based automation for developer teams.

TELEGRAM

Telegram is a cloud-based messaging and VoIP service that lets users exchange text, media, and bot-generated notifications across mobile and desktop devices. It is often integrated into developer workflows and AI agents for real-time delivery of alerts and conversation threads.

CHATGPT

ChatGPT is OpenAI’s large-language-model chatbot that answers questions, writes code and content, and performs multimodal reasoning through a conversational interface or API. It is used by individuals and teams for knowledge retrieval, coding assistance, document analysis, and other AI-powered tasks.

META

Meta Platforms is a U.S. technology conglomerate that owns Facebook, Instagram, WhatsApp, and other consumer services. It is also building generative-AI technologies such as the Muse Spark and Llama model families for developers and product integrations.

ANTHROPIC

Anthropic is an AI research and product company best known for the Claude family of large language models. It serves developers, enterprises, and public-sector partners who need cutting-edge, safety-focused AI capabilities delivered via its cloud platform and managed services.

META PLATFORMS

Meta Platforms is the parent company of Facebook, Instagram, WhatsApp and the Llama family of generative AI models. The firm is increasingly striking paid licensing deals, such as its agreement with News Corp, to secure content for AI training and to centralize deployment of its AI systems across its products.

MCP

MCP is an open protocol and runtime bridge that standardises how AI coding agents invoke backend tools, databases and APIs through structured JSON messages. It underpins .mcp.json configs, MCP servers and tooling adopted by products like Codex, Copilot CLI, Cursor and MassGen for reliable agent-to-backend orchestration.

MODEL CONTEXT PROTOCOL (MCP)

Model Context Protocol (MCP) is an open specification that standardizes how AI agents communicate with external back-end services, databases, and tooling. It defines the message formats and server behaviors that let IDEs, CLIs, and autonomous agents reliably invoke tools, manage sessions, and enforce security policies.

SALESFORCE

Salesforce is a cloud-based enterprise software company best known for its customer-relationship-management (CRM) platform. The firm is now embedding agentic AI features such as Agentforce into its products to automate contact-center and other business workflows.

GRPO

GRPO (Generalized ??? Policy Optimization) is a reinforcement-learning policy optimization algorithm positioned as an alternative to PPO for training sequential decision-making agents. Research papers cite its instability on long-horizon, tool-using LLM agents, motivating newer methods such as Sample Policy Optimization.