{"publication_id":"61400293-1b96-4613-8ff9-624dd6e7f05f","content_hash":"sha256:98cf5c788a31a1134a1f7fd5140294ed39d362d0baafcde59cbbf5c9aefbb3d7","nodes":[{"id":"61400293-1b96-4613-8ff9-624dd6e7f05f","type":"publication","title":"Ai agents: LoCoMo accuracy is the shared direct-receipt signal"},{"id":"claim_1","type":"claim","text":"Interpretation note:** This is a hypothesis-generating alpha memo, not confirmatory evidence; subgroup or context-derived claims require independent replication."},{"id":"claim_2","type":"claim","text":"Bounded research question:** Do independent direct receipts on LoCoMo continue to support a signal on accuracy for the cited systems when comparators are kept explicit?"},{"id":"claim_3","type":"claim","text":"Treat this as a benchmark-shaped evidence bundle, not a broad claim about the whole topic. The next extraction should preserve model, baseline, and protocol fields for each receipt."},{"id":"claim_4","type":"claim","text":"_No direct opposing receipt was selected by this run. Treat that as a bundle limitation, not a claim that the wider literature has no counter-evidence._"},{"id":"source_1","type":"source","study":"SwiftMem: Fast Agentic Memory via Query-aware Indexing","year":2026,"doi":"10.48550/arxiv.2601.08160","url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_2","type":"source","study":"MemWeaver: Weaving Hybrid Memories for Traceable Long-Horizon Agentic Reasoning","year":2026,"doi":"10.48550/arxiv.2601.18204","url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_3","type":"source","study":"Memori: A Persistent Memory Layer for Efficient, Context-Aware LLM Agents","year":2026,"doi":null,"url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_4","type":"source","study":"Graph-Native Cognitive Memory for AI Agents: Formal Belief Revision Semantics for Versioned Memory Architectures","year":2026,"doi":null,"url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_5","type":"source","study":"SuperLocalMemory V3.3: The Living Brain -- Biologically-Inspired Forgetting, Cognitive Quantization, and Multi-Channel Retrieval for Zero-LLM Agent Memory Systems","year":2026,"doi":"10.5281/zenodo.19435120","url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"}],"edges":[{"from":"61400293-1b96-4613-8ff9-624dd6e7f05f","to":"claim_1","type":"contains_claim"},{"from":"61400293-1b96-4613-8ff9-624dd6e7f05f","to":"claim_2","type":"contains_claim"},{"from":"61400293-1b96-4613-8ff9-624dd6e7f05f","to":"claim_3","type":"contains_claim"},{"from":"61400293-1b96-4613-8ff9-624dd6e7f05f","to":"claim_4","type":"contains_claim"}],"screening":{"identified":5,"screened":5,"excluded":0,"included":5,"included_or_retained":5,"flow":["identified","screened","excluded_with_reasons","included"],"wording":"5 candidate receipts retained after source retrieval, deduplication, and topic filtering. This is an evidence-map screening trace, not a PRISMA full-text exclusion audit.","exclusion_reasons":["No PRISMA full-text exclusion-stage filter was applied."]}}