Recursive Experiential-Working Memory Evolution for Long-Horizon Agent Harnesses
Recursive self-improvement (RSI) remains hard in long-horizon tasks, where growing histories obscure the task state and misalign skill invocation. We introduce Recuris, a recursive Experiential-Working Memory architecture for long-horizon agent harnesses, in which Working Memory tracks task progress and guides skill selection from Experiential Memory, grounding skill use in current needs rather than the full history. This coupling also turns execution into structured evidence that localizes failures to specific memory components. Across tasks, a fixed Meta-Agent turns that evidence into locali
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Paper → model → repo connections mined from source citations (Tier-1 exact match).
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- FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B →
“Fuzzy title match (0.73): “Recursive Experiential-Working Memory Evolution for Long-Hor” ≈ “AgentCore-8B””
- PossiblePossibly related (embedding) · 28%letta-ai/letta →
“Possibly related via embedding similarity 0.61 (not asserted). Timestamp check: artifact slightly before paper (-53d).”
- FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent →
“Fuzzy title match (0.94): “Recursive Experiential-Working Memory Evolution for Long-Hor” ≈ “SWE-agent/SWE-agent””
- FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent →
“Fuzzy title match (0.94): “Recursive Experiential-Working Memory Evolution for Long-Hor” ≈ “zhayujie/CowAgent””
- FuzzySimilar title/name (fuzzy) · 84%Thysrael/Horizon →
“Fuzzy title match (0.92): “Recursive Experiential-Working Memory Evolution for Long-Hor” ≈ “Thysrael/Horizon””
- FuzzySimilar title/name (fuzzy) · 66%TencentCloud/TencentDB-Agent-Memory →
“Fuzzy title match (0.78): “Recursive Experiential-Working Memory Evolution for Long-Hor” ≈ “TencentCloud/TencentDB-Agent-Memory””
- FuzzyOverlapping authors or contributors · 62%ray-project/ray →
“Shared author/contributor keys: wang”
- LinkedLinked via arxiv author · 85%Zhaochen Yu →
“Recursive Experiential-Working Memory Evolution for Long-Horizon Agent Harnesses”