MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization

MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/memorycd-benchmarking-long-context-user-memory-of-llm-agents-for-lifelong-cross-domain-personalization

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-03-30
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 21
Source count: 3
Coverage: 50%

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 memorycd-benchmarking-long-context-user-memory-of-llm-agents-for-lifelong-cross-domain-personalization | Route /signal-canvas/memorycd-benchmarking-long-context-user-memory-of-llm-agents-for-lifelong-cross-domain-personalization

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/memorycd-benchmarking-long-context-user-memory-of-llm-agents-for-lifelong-cross-domain-personalization

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "memorycd-benchmarking-long-context-user-memory-of-llm-agents-for-lifelong-cross-domain-personalization",
    "query_text": "Summarize MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization",
  "normalized_query": "2603.25973",
  "route": "/signal-canvas/memorycd-benchmarking-long-context-user-memory-of-llm-agents-for-lifelong-cross-domain-personalization",
  "paper_ref": "memorycd-benchmarking-long-context-user-memory-of-llm-agents-for-lifelong-cross-domain-personalization",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: 21

Proof: Verification pending

Freshness state: computing

Source paper: MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization

PDF: https://arxiv.org/pdf/2603.25973v1

Source count: 3

Coverage: 50%

Last proof check: 2026-03-30T21:55:54.406Z

Signal Canvas receipt window

Watch and verify: MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization

/buildability/memorycd-benchmarking-long-context-user-memory-of-llm-agents-for-lifelong-cross-domain-personalization

Watchwatch

Subject: MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

MemoryCD: Benchmarking Long-Context User Memory of LLM Agents for Lifelong Cross-Domain Personalization

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