Context Engine - AI Agent Context Management

Tier: POWERFUL Category: Engineering Tags: context management, AI agents, memory systems, RAG, token optimization, knowledge graphs

Overview

Context Engine provides production-grade patterns for managing what AI agents know, remember, and retrieve. It covers the full lifecycle: ingestion of project knowledge, optimal packing of context windows, persistent memory across sessions, and retrieval-augmented generation for large codebases. The difference between a useful agent and a hallucinating one is context management.

Core Capabilities

1. Context Window Architecture

Every AI agent operates within a finite context window. Mismanaging it is the #1 cause of degraded agent performance.

Token Budget Allocation Framework