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)
  • Report Generation - Comprehensive long-form reports with web research
  • Wax Studio - Report customization: style, citations, tone, and structure (Hive only)
  • 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.

Hive Mode & ChatOps Integration

Deploy Bee as a native bot in Slack, Microsoft Teams, and Discord — no separate login required for general AI access.

Model Modes Guide

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

Waggles Notification System

Cross-platform event notification dispatcher — named after the bee waggle dance that communicates important information to the hive.

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.

Wax Studio - Report Customization

Shape your reports before generation — choose style, citations, tone, and structure with Wax Studio.

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.


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