MAA cuts token use ~75% while beating prior methods on 14 of 16 settings for self-improving memory.

Same source domain / Shared topic

Study of 12 agent memory systems finds no universal design

Reported by the same outlet (arxiv.org); overlapping topics (agent, beating, cost, memory).

Same source domain / Shared topic / Tension

The Red Queen Gödel Machine co-evolves agents with their own evaluators.

Reported by the same outlet (arxiv.org); overlapping topics (agent, anyone); pushes against this story (against).

Same source domain / Shared topic / Downstream implication

Frontier model "manipulation" is task-dependent, not a single trait.

Reported by the same outlet (arxiv.org); overlapping topics (agent, anyone); traces where this leads (implication).

Shared entity: EMA / What happened next / Tension

Gate speculative decoding on batch size or it'll make you slower.

Both cover EMA; picks up the EMA thread on 2026-06-24; pushes against this story (but).

Same source domain / Shared topic / Tension

Engram: a lean retrieved context beats stuffing the full history into the window.

Reported by the same outlet (arxiv.org); overlapping topics (agent, memory); pushes against this story (versus).

"Strained coherence" might be the early-warning metric for agents going off the rails.

Reported by the same outlet (arxiv.org); overlapping topics (agent, anyone); pushes against this story (against).

Memory Control Flow Attacks: Retrieved Memory Hijacks Tool Execution.

Reported by the same outlet (arxiv.org); overlapping topics (agent, memory); pushes against this story (against).

AgentSentry: Defending Against Indirect Prompt Injection in Tool-Using Agents

Reported by the same outlet (arxiv.org); overlapping topics (agent, anyone); pushes against this story (against).