Gate skill promotion on provenance diversity, not repetition count.

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

Gate on metadata before the agent acts, because no model tier catches stale-but-well-formed data.

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

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

MUSE-Autoskill tests agent-written skills before reuse

Both cover Gate; reported by the same outlet (arxiv.org); overlapping topics (agent, gate, skill).

Same source domain / Shared topic / Tension

AI agent RECEIPT found 24 XSS bugs for $20 each

Reported by the same outlet (arxiv.org); overlapping topics (agent, attacker, behavior, count); pushes against this story (but).

Shared entity: Gate / Shared topic / Earlier coverage / Tension

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

Both cover Gate; overlapping topics (batch, gate); earlier Gate coverage from 2026-06-24.

Gate every agent deployment against the Lethal Trifecta.

Both cover Gate; overlapping topics (agent, gate); earlier Gate coverage from 2026-06-24.

Gate agent CI on pass^k consistency, not a single green run.

Both cover Gate; overlapping topics (agent, gate); earlier Gate coverage from 2026-06-08.

Same source domain / Shared topic / Tension

More AI agents pay off only above a capability bar

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

Same source domain / Shared topic

PhantomSkill hides malware that only fires under attacker conditions, and slips past automated reviewers.

Reported by the same outlet (arxiv.org); overlapping topics (agent, attacker, behavior, skill).