DeepTest Tool Competition 2026: Benchmarking an LLM-Based Automotive Assistant explores Reports on the first LLM Testing competition focused on benchmarking an LLM-based automotive assistant for car manual information retrieval failures.. Commercial viability score: 5/10 in LLM Testing / Automotive.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/deeptest-tool-competition-2026-benchmarking-an-llm-based-automotive-assistant
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 deeptest-tool-competition-2026-benchmarking-an-llm-based-automotive-assistant | Route /paper/deeptest-tool-competition-2026-benchmarking-an-llm-based-automotive-assistant
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/deeptest-tool-competition-2026-benchmarking-an-llm-based-automotive-assistantMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.12615"
}
}source_context
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"mode": "paper",
"query": "DeepTest Tool Competition 2026: Benchmarking an LLM-Based Automotive Assistant",
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"topic_slug": null,
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}Paper proof page receipt window
/buildability/deeptest-tool-competition-2026-benchmarking-an-llm-based-automotive-assistant
Subject: DeepTest Tool Competition 2026: Benchmarking an LLM-Based Automotive Assistant
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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Insufficient data
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Dimensions overall score 5.0
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Receipt path
/buildability/deeptest-tool-competition-2026-benchmarking-an-llm-based-automotive-assistant
Paper ref
deeptest-tool-competition-2026-benchmarking-an-llm-based-automotive-assistant
arXiv id
2604.12615
Generated at
2026-04-15T17:00:46.846Z
Evidence freshness
stale
Last verification
2026-04-15T17:00:46.846Z
Sources
3
References
0
Coverage
50%
Lineage hash
96eda702811adc62d94cdd216842001dca12179382cd4c6c2c4782f3183ed3b2
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 / 3 sources / Verification pending
repo_url
references