Technical deep dives on the Dream Engine, multi-agent federation, benchmark methodology, and what it takes to build the substrate that outlasts every model.
Our most important work on AI memory, benchmarks, and the Dream Engine.
Our flagship benchmark result — 94.6% on the hardest long-term memory evaluation for AI agents, under the byte-exact upstream GPT-4o judge. Competitive with the public leaderboard, not #1. Full methodology, architecture breakdown.
Read →9 stages of memory consolidation while you sleep — modeled on REM neuroscience.
Read →Comparing REM Labs and Mem0 in 2026. 94.6% vs 66.9% on LongMemEval. Here's the full breakdown.
Read →Most-read articles on AI memory, neuroscience, and productivity.
Looking for AI productivity tips? Select "All articles" above to browse our full archive — we publish research and tutorials on AI memory, knowledge systems, and agent architecture.