AI & Bee Features

AI-powered assistance, chat, and intelligent agents in STING.

Explore STING’s AI capabilities including the Bee chat assistant, conversation management, and intelligent automation.

Feature Overview

  • Bee Chat - Conversational AI assistant with knowledge base integration
  • Conversation Management - Token-aware context with summarization
  • Model Modes - Different AI modes for various use cases
  • ReviewBee - Unified quality assurance (requirements + PII + quality)
  • Memory Architecture - Intelligent context retention

Quality Assurance

ReviewBee is STING’s unified quality assurance system. It combines:

CheckWhat It Does
RequirementsVerifies output matches original user request
PII SafetyEnsures no sensitive data leaks through
QualityGrammar, structure, completeness
RegenerationCritic-Revise pattern for improvements

Note: ReviewBee replaces the legacy QE Bee system. See ReviewBee documentation for migration details.


Bee Conversation Management

Bee Conversation Management - comprehensive documentation.

Ollama Model Setup

Guide for setting up Ollama models for local AI capabilities in STING.

ReviewBee - Unified Quality Assurance

STING’s unified AI output quality assurance system - ensuring requirements fulfillment, PII safety, and professional quality.

Bee Chat Messaging Architecture

Bee Chat Messaging Architecture - comprehensive documentation.

Model Modes Guide

Guide for choosing between small and performance model modes in STING CE.

Model Preloading Guide

Guide for configuring model preloading to ensure fast response times in STING-CE.

Report Generation

How Bee generates comprehensive long-form reports with AI-powered analysis.

Memory Architecture Guide

Comprehensive memory architecture guide for persistent, cross-model memory sharing in STING.

Web Search Integration

How Bee uses SearXNG for privacy-respecting web search to enhance AI responses.

QE Bee Review System (Legacy)

Legacy output validation agent - replaced by ReviewBee unified quality assurance.


Last updated: