The original title is "Building a Memory-Driven AI Tutor in 4 Days with Cognee"

Short summary

Continuum is a memory-driven AI tutor built in 4 days during a hackathon using Cognee as the memory layer. It remembers student interactions, adapts teaching strategy, and improves over time by centralizing all memory operations (remember, recall, improve, forget) through a single lifecycle service. The team prioritized verifying the memory layer first before building tutoring logic on top, emphasizing architectural clarity over feature count.

• •Memory-driven architecture with centralized lifecycle service managing four operations: remember, recall, improve, forget
• •4-day hackathon build prioritizing core functionality and clear architectural boundaries over polish
• •Verification-first approach: test memory integration before building dependent systems to avoid two-day debugging cycles

Generated with AI, which can make mistakes.