LLARS: Enabling Domain Expert & Developer Collaboration for LLM Prompting, Generation and Evaluation

LLARS: Enabling Domain Expert & Developer Collaboration for LLM Prompting, Generation and Evaluation | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/llars-enabling-domain-expert-developer-collaboration-for-llm-prompting-generation-and-evaluation

stale

Proof freshness: fresh
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-12
Score updated: 2026-05-12
Score fresh until: 2026-06-11
References: 0
Source count: 0
Coverage: 0%

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 llars-enabling-domain-expert-developer-collaboration-for-llm-prompting-generation-and-evaluation | Route /signal-canvas/llars-enabling-domain-expert-developer-collaboration-for-llm-prompting-generation-and-evaluation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/llars-enabling-domain-expert-developer-collaboration-for-llm-prompting-generation-and-evaluation

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "llars-enabling-domain-expert-developer-collaboration-for-llm-prompting-generation-and-evaluation",
    "query_text": "Summarize LLARS: Enabling Domain Expert & Developer Collaboration for LLM Prompting, Generation and Evaluation"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "LLARS: Enabling Domain Expert & Developer Collaboration for LLM Prompting, Generation and Evaluation",
  "normalized_query": "2605.10593",
  "route": "/signal-canvas/llars-enabling-domain-expert-developer-collaboration-for-llm-prompting-generation-and-evaluation",
  "paper_ref": "llars-enabling-domain-expert-developer-collaboration-for-llm-prompting-generation-and-evaluation",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: LLARS: Enabling Domain Expert & Developer Collaboration for LLM Prompting, Generation and Evaluation

PDF: https://arxiv.org/pdf/2605.10593v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-12T20:17:06.999Z

Signal Canvas receipt window

Watch and verify: LLARS: Enabling Domain Expert & Developer Collaboration for LLM Prompting, Generation and Evaluation

/buildability/llars-enabling-domain-expert-developer-collaboration-for-llm-prompting-generation-and-evaluation

Watchwatch

Subject: LLARS: Enabling Domain Expert & Developer Collaboration for LLM Prompting, Generation and Evaluation

Verdict

Watch

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

LLARS: Enabling Domain Expert & Developer Collaboration for LLM Prompting, Generation and Evaluation

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