Vortex makes sparse attention programmable for long-generation agents.

Shared entity: Directly / Same source domain / Shared topic / Earlier coverage

Knowledge Activation: AI Skills as the Institutional Knowledge Primitive

Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, agentic, bottleneck, directly).

Shared entity: LLMs / Same source domain / Shared topic / What happened next / Downstream implication

Human and LLM everyday reasoning are both pattern matching, not world models.

Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, attention).

Shared entity: Directly / Same source domain / Shared topic / What happened next

Tangram: non-uniform KV cache for cheaper multi-turn serving.

Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, directly, serving).

Shared entity: Directly / Same source domain / Shared topic / Earlier coverage / Tension

SplitAgent: Privacy-Preserving Enterprise Agents

Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, directly).

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

Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, directly).

Shared entity: Directly / Same source domain / Shared topic / Earlier coverage

PCAS: Compiler-Based Policy Enforcement for Agents (48% → 93% Compliance)

Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, agentic, directly).

Learning to Share: Selective Memory for Parallel Agent Teams

Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, decid, directly).

Context Pollution: LLMs Don't Benefit From Their Own Words

Both cover Directly; reported by the same outlet (arxiv.org); overlapping topics (agent, directly, llms).