Blog

Engineering notes.

Technical deep-dives, benchmark analysis, and updates from the team.

LaunchMarch 2026

Introducing m3mory: Long-term memory for AI agents

We built a memory API in one month with one human and five AI agents. Here's the story.

EngineeringMarch 2026

How we scored 83.6% on LongMemEval-S with gpt-4o-mini

A deep dive into our retrieval pipeline: 4-way search, RRF scoring, and why the model matters less than the architecture.

EngineeringComing soon

Why vector search alone isn't enough for AI memory

Embeddings are brilliant for semantic similarity. They're terrible for temporal reasoning, knowledge updates, and multi-hop queries.