Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
Compared to this week’s papers
Verification pending
Use This Via API or MCP
Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.
Use This Via API or MCP
Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Canonical route: /signal-canvas/structmem-structured-memory-for-long-horizon-behavior-in-llms
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 structmem-structured-memory-for-long-horizon-behavior-in-llms | Route /signal-canvas/structmem-structured-memory-for-long-horizon-behavior-in-llms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/structmem-structured-memory-for-long-horizon-behavior-in-llmsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "structmem-structured-memory-for-long-horizon-behavior-in-llms",
"query_text": "Summarize StructMem: Structured Memory for Long-Horizon Behavior in LLMs"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "StructMem: Structured Memory for Long-Horizon Behavior in LLMs",
"normalized_query": "2604.21748",
"route": "/signal-canvas/structmem-structured-memory-for-long-horizon-behavior-in-llms",
"paper_ref": "structmem-structured-memory-for-long-horizon-behavior-in-llms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: StructMem: Structured Memory for Long-Horizon Behavior in LLMs
PDF: https://arxiv.org/pdf/2604.21748v1
Repository: https://github.com/zjunlp/LightMem
Source count: 4
Coverage: 67%
Last proof check: 2026-04-24T20:26:52.703Z
Signal Canvas receipt window
/buildability/structmem-structured-memory-for-long-horizon-behavior-in-llms
Subject: StructMem: Structured Memory for Long-Horizon Behavior in LLMs
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Preparing verified analysis
Dimensions overall score 7.0
{"file name": "input.pdf", "number of pages": 25, "author": "Buqiang Xu; Yijun Chen; Jizhan Fang; Ruobin Zhong; Yunzhi Yao; Yuqi Zhu; Lun Du; Shumin Deng"
Implication not extracted yet.
partial
Use an AI coding agent to implement this research.
Lightweight coding agent in your terminal.
Agentic coding tool for terminal workflows.
AI agent mindset installer and workflow scaffolder.
AI-first code editor built on VS Code.
Free, open-source editor by Microsoft.
Estimated $10K - $14K over 6-10 weeks.
See exactly what it costs to build this -- with 3 comparable funded startups.
7-day free trial. Cancel anytime.
Discover the researchers behind this paper and find similar experts.
7-day free trial. Cancel anytime.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/structmem-structured-memory-for-long-horizon-behavior-in-llms
Paper ref
structmem-structured-memory-for-long-horizon-behavior-in-llms
arXiv id
2604.21748
Generated at
2026-04-24T20:26:52.703Z
Evidence freshness
stale
Last verification
2026-04-24T20:26:52.703Z
Sources
4
References
0
Coverage
67%
Lineage hash
f1f5bc1e5307278e91ae33774387c9b2d6a37b11685e1084866d63cb0890258b
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 4 sources / Verification pending
references
proof_status