AGI is closer than we think: Google just unveiled “Titans,” a new architecture capable of real-time learning and infinite memory

This isn't just another context window expansion. It’s a fundamental shift from static models to agents that can learn continuously.

TL;DR:

• The Breakthrough: Titans introduces a Neural Memory Module that updates its weights during inference.

• Why it matters for AGI: Current LLMs reset after every chat. Titans can theoretically remember and evolve indefinitely, solving the catastrophic forgetting problem.

• Performance: Handles 2M+ tokens by memorizing based on "surprise" (unexpected data) rather than brute-force attention.

Static AI is officially outdated.

Link to Paper: https://research.google/blog/titans-miras-helping-ai-have-long-term-memory/