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Agents2026-07-26 · source-backed
Sidik, Levi, and Kimhi argue fixed boot-time topology has no answer when one agent becomes the bottleneck, and propose a six-signal Bottleneck Index (queue depth, context thrash, tool-error rate, role entropy, retry-loop rate, cross-agent wait) that triggers factorizing an overloaded agent into sub-agents while hot-swapping the parent into a coordinator that keeps its external identity (arXiv 2607.20488). Across 720 DeepSeek-V3 runs, the factoriser split raises code-task success from 3.3% to 61.7% and privacy-aware state routing cuts detected high-privacy memory exposure from 2.0 to 0.0 events per task, at under 500µs p99 on the hot path.
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DeepSeek competes with Anthropic / Shared entity: DeepSeek / Shared topic / Earlier coverage
Linked by a graph relationship (DeepSeek competes with Anthropic); both cover DeepSeek; overlapping topics (agent, answer).
DeepSeek competes with Anthropic / Same source domain / Shared topic / Tension
Linked by a graph relationship (DeepSeek competes with Anthropic); reported by the same outlet (arxiv.org); overlapping topics (agent, context).
Ollama supports DeepSeek / Shared entity: DeepSeek / Shared topic / Earlier coverage
Linked by a graph relationship (Ollama supports DeepSeek); both cover DeepSeek; overlapping topics (agent, context).
DeepSeek competes with Anthropic / Shared entity: DeepSeek / Earlier coverage / Tension
Linked by a graph relationship (DeepSeek competes with Anthropic); both cover DeepSeek; earlier DeepSeek coverage from 2026-04-20.
DeepSeek competes with Anthropic / Shared entity: DeepSeek / Earlier coverage
Linked by a graph relationship (DeepSeek competes with Anthropic); both cover DeepSeek; earlier DeepSeek coverage from 2026-07-10.
Linked by a graph relationship (DeepSeek competes with Anthropic); both cover DeepSeek; earlier DeepSeek coverage from 2026-07-08.
Linked by a graph relationship (DeepSeek competes with Anthropic); both cover DeepSeek; earlier DeepSeek coverage from 2026-05-10.
DeepSeek partners with Huawei / Shared entity: DeepSeek / Earlier coverage
Linked by a graph relationship (DeepSeek partners with Huawei); both cover DeepSeek; earlier DeepSeek coverage from 2026-04-26.