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/murf-unlocking-the-multi-scale-potential-of-vision-foundation-models
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 murf-unlocking-the-multi-scale-potential-of-vision-foundation-models | Route /signal-canvas/murf-unlocking-the-multi-scale-potential-of-vision-foundation-models
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/murf-unlocking-the-multi-scale-potential-of-vision-foundation-modelsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "murf-unlocking-the-multi-scale-potential-of-vision-foundation-models",
"query_text": "Summarize MuRF: Unlocking the Multi-Scale Potential of Vision Foundation Models"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "MuRF: Unlocking the Multi-Scale Potential of Vision Foundation Models",
"normalized_query": "2603.25744",
"route": "/signal-canvas/murf-unlocking-the-multi-scale-potential-of-vision-foundation-models",
"paper_ref": "murf-unlocking-the-multi-scale-potential-of-vision-foundation-models",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: MuRF: Unlocking the Multi-Scale Potential of Vision Foundation Models
PDF: https://arxiv.org/pdf/2603.25744v1
Repository: https://github.com/orgs/MuRF-VFM
Source count: Pending verification
Coverage: 50%
Last proof check: 2026-03-30T20:30:37.775Z
Signal Canvas receipt window
/buildability/murf-unlocking-the-multi-scale-potential-of-vision-foundation-models
Subject: MuRF: Unlocking the Multi-Scale Potential of Vision Foundation Models
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
No public code linked for this paper yet.
CLAIM MAP
No public claim map is available for this paper yet.
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 $9K - $13K 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/murf-unlocking-the-multi-scale-potential-of-vision-foundation-models
Paper ref
murf-unlocking-the-multi-scale-potential-of-vision-foundation-models
arXiv id
2603.25744
Generated at
2026-03-30T20:30:37.775Z
Evidence freshness
stale
Last verification
2026-03-30T20:30:37.775Z
Sources
0
References
0
Coverage
50%
Lineage hash
d33e0e6da7c5b3e2e49c5b60a981b48b34f195d9fed8dbe137408c7d4d0e0be6
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.
Verification pending / evidence receipt incomplete
references
distribution_readiness_scores