OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory

OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/omnimem-autoresearch-guided-discovery-of-lifelong-multimodal-agent-memory

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-03
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 34
Source count: 4
Coverage: 67%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID omnimem-autoresearch-guided-discovery-of-lifelong-multimodal-agent-memory | Route /signal-canvas/omnimem-autoresearch-guided-discovery-of-lifelong-multimodal-agent-memory

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/omnimem-autoresearch-guided-discovery-of-lifelong-multimodal-agent-memory

MCP example

{
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  "arguments": {
    "mode": "paper",
    "paper_ref": "omnimem-autoresearch-guided-discovery-of-lifelong-multimodal-agent-memory",
    "query_text": "Summarize OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory"
  }
}

source_context

{
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  "mode": "paper",
  "query": "OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory",
  "normalized_query": "2604.01007",
  "route": "/signal-canvas/omnimem-autoresearch-guided-discovery-of-lifelong-multimodal-agent-memory",
  "paper_ref": "omnimem-autoresearch-guided-discovery-of-lifelong-multimodal-agent-memory",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: 34

Proof: Verification pending

Freshness state: computing

Source paper: OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory

PDF: https://arxiv.org/pdf/2604.01007v1

Repository: https://github.com/aiming-lab/OmniMem

Source count: 4

Coverage: 67%

Last proof check: 2026-04-03T20:30:37.000Z

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Ready for execution: OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory

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Subject: OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory

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