BREAKING
ALMA Auto-Designs AI Agent Memory
Meta Agent Writes Memory as Code
1
Reflect
↓
2
Plan
↓
3
Implement
↓
4
Validate
↓
5
Evaluate
GPT-5-nano: 6.1% to 12.3%
No memory
6.1
Learned
12.3
GPT-5-mini: 41.1% to 53.9%
No memory
41.1
Learned
53.9
Open Source, Two ICLR 2026 Orals
Strengths
Pros
●
Beats hand-built baselines
●
Reproducible GitHub repo
●
Two ICLR 2026 Orals
Open Questions
Cons
●
Limited real-world testing
●
Meta Agent compute cost
●
Self-improvement safety
Machines Learning to Design Memory
AI NEWS BLITZ
A new framework called ALMA uses meta-learning to design memory for AI agents automatically.