LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design

LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/lipoagent-coordinating-fine-tuned-llm-agents-for-safer-lipid-design

stale

Proof freshness: stale
Proof status: unverified
Display score: 0/10
Last proof check: 2026-05-27
Score updated: 2026-05-27
Score fresh until: 2026-06-26
References: 0
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 lipoagent-coordinating-fine-tuned-llm-agents-for-safer-lipid-design | Route /signal-canvas/lipoagent-coordinating-fine-tuned-llm-agents-for-safer-lipid-design

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/lipoagent-coordinating-fine-tuned-llm-agents-for-safer-lipid-design

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "lipoagent-coordinating-fine-tuned-llm-agents-for-safer-lipid-design",
    "query_text": "Summarize LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design",
  "normalized_query": "2605.25250",
  "route": "/signal-canvas/lipoagent-coordinating-fine-tuned-llm-agents-for-safer-lipid-design",
  "paper_ref": "lipoagent-coordinating-fine-tuned-llm-agents-for-safer-lipid-design",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design

PDF: https://arxiv.org/pdf/2605.25250v1

Repository: https://github.com/SAI-Lab-NYU/LipoAgent.git

Source count: 4

Coverage: 67%

Last proof check: 2026-05-27T01:08:53.578Z

Signal Canvas receipt window

Not build-ready: LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design

/buildability/lipoagent-coordinating-fine-tuned-llm-agents-for-safer-lipid-design

Ignoreblocked

Subject: LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

LipoAgent: Coordinating Fine-Tuned LLM Agents for Safer Lipid Design

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