Inference-Time Co-Evolution
Recent Articles

Agentic AI
How can multi-agent AI systems learn from their failures without retraining?
In EVOCHAMBER (May 2026), AI agents pass lessons from strong to weak after a failure and form specialists, without changing the model's weights.
May 19, 2026

Models & Architecture
Which new AI models and tools from May 2026 (week 21) should developers know about?
Benchmarks for GPT-Realtime-2, agents that learn without retraining, InsForge, Torrix, Repowise and research into model internals: mid-May 2026.
May 19, 2026