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Operational Resources.

Authoritative documentation and tools for organizations scaling their General Bots production environments.

Essential Resources

Core documentation, API specifications, and administrative protocols for industrial deployments.

Data Science & Retrieval

Advanced methodologies for vector retrieval optimization and AI-powered semantic analysis.

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From the General Bots blog

Beyond Chatbots

Enterprise AI orchestration architecture for multi-step agents, ERP/CRM integration, and zero-friction enterprise automation.

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MCP Is the New API

Why Model Context Protocol replaces REST for agentic interfaces, enabling tool discovery and negotiated execution.

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Cost-Effective Bot Orchestration

Four-tier hybrid architecture cutting LLM costs up to 86% with deterministic, semantic, NLP, and generative tiers working together.

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