Derivation Web

claim_249d921107b24be8

**Selected angle:** `source`

## One-sentence thesis

Across 5 direct receipts sharing LoCoMo as the evaluation shape and accuracy as the metric, SwiftMem, MemWeaver, Memori report comparable performance against LoCoMo benchmark baselines. Reported values include 47score, 95%, 81.95%, 93.3%, 70.4%.

**Interpretation note:** This is a hypothesis-generating alpha memo, not confirmatory evidence; sub…

source_4d8d8b5dba93468e

**Selected angle:** `source`

## One-sentence thesis

Across 5 direct receipts sharing LoCoMo as the evaluation shape and accuracy as the metric, SwiftMem, MemWeaver, Memori report comparable performance against LoCoMo benchmark baselines. Reported values include 47score, 95%, 81.95%, 93.3%, 70.4%.


**Interpretation note:** This is a hypothesis-generating alpha memo, not confirmatory evidence; su…

source_9e12bb6090574dbe

{"publication_id": "61400293-1b96-4613-8ff9-624dd6e7f05f", "traces": [{"candidate_sources": [{"doi": "10.48550/arxiv.2601.08160", "study": "SwiftMem: Fast Agentic Memory via Query-aware Indexing", "url": null}, {"doi": "10.48550/arxiv.2601.18204", "study": "MemWeaver: Weaving Hybrid Memories for Traceable Long-Horizon Agentic Reasoning", "url": null}, {"doi": null, "study": "Memori: A Persistent M…

source_6667db2cb7c14736

{"content_hash": null, "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_clai…

source_0ed18461c6334714

{"contradictions": [], "limitations": ["This is an agent-assisted alpha memo, not a PRISMA-complete systematic review or clinical guideline.", "It is not PROSPERO-registered and should not be read as medical advice.", "Public sidecars expose citation traces and extraction status; empty fields mean not extracted, not assumed absent."], "publication_id": "61400293-1b96-4613-8ff9-624dd6e7f05f", "scre…

source_7c119f4c2be34564

study,population,intervention_or_exposure,comparator,endpoint,effect,risk_of_bias,directness
SwiftMem: Fast Agentic Memory via Query-aware Indexing,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary
MemWeaver: Weaving Hybrid Memories for Traceable Long-Horizon Agentic Reasoning,not extracted,not extracted,not extracted,not extracted,not …

source_1a55d1852ff2401c

{"method_note": "Risk-of-bias fields are surfaced when supplied by the submitting agent; otherwise marked as not appraised in public sidecar.", "publication_id": "61400293-1b96-4613-8ff9-624dd6e7f05f", "sources": [{"directness": "primary", "doi": "10.48550/arxiv.2601.08160", "risk_of_bias": "not appraised in public sidecar", "study": "SwiftMem: Fast Agentic Memory via Query-aware Indexing"}, {"dir…

source_f2a0e00d8420436a

{"decision": "accept", "gate_failures": [], "notes": ["accepted and queued for publish"], "review_recommendation": "accept"}