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Skills2026-03-16 · source-backed
Discard observations older than 10 turns — matches LLM summarization accuracy at ~50% lower cost. Hybrid approach (masking + selective summarization) shaves 7-11% more. Architecture-agnostic; works on SWE-agent and OpenHands. arXiv
Each link below shares sources, entities, or timing with this story.
OpenHands uses Claude / Shared entities / Same source domain / Shared topic / What happened next
Linked by a graph relationship (OpenHands uses Claude); both cover LLM, SWE; reported by the same outlet (arxiv.org).
OpenHands competes with Claude Code / Shared entity: LLM / Same source domain / What happened next / Tension
Linked by a graph relationship (OpenHands competes with Claude Code); both cover LLM; reported by the same outlet (arxiv.org).
OpenHands competes with Claude Code / Shared entity: SWE / Shared topic / What happened next
Linked by a graph relationship (OpenHands competes with Claude Code); both cover SWE; overlapping topics (agent, cost, match).
OpenHands uses GPT / Shared entity: LLM / Shared topic / What happened next
Linked by a graph relationship (OpenHands uses GPT); both cover LLM; overlapping topics (agent, cost).
OpenHands uses Python / Shared entity: SWE / Same source domain / What happened next
Linked by a graph relationship (OpenHands uses Python); both cover SWE; reported by the same outlet (arxiv.org).
OpenHands uses GPT / Shared entity: SWE / Shared topic / What happened next
Linked by a graph relationship (OpenHands uses GPT); both cover SWE; overlapping topics (agent, context).
OpenHands competes with Claude Code / Shared entity: LLM / Shared topic / What happened next
Linked by a graph relationship (OpenHands competes with Claude Code); both cover LLM; overlapping topics (agent, context).
OpenHands uses Claude / Shared entity: LLM / Shared topic
Linked by a graph relationship (OpenHands uses Claude); both cover LLM; overlapping topics (agent, context, cost).