Buildability / Receipt
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page receipt window
/buildability/black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms
Subject: Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Data
{"file name": "input.pdf", "number of pages": 44, "author": "Vincent Limbach; Jonas Dornbusch; David L\u00fcdke; Stephan G\u00fcnnemann; Leo Schwinn", "title": "Black-box
Truth Boundary
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.
Compute
{"file name": "input.pdf", "number of pages": 44, "author": "Vincent Limbach; Jonas Dornbusch; David L\u00fcdke; Stephan G\u00fcnnemann; Leo Schwinn", "title": "Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs", "creation date": null, "modification date": null
Inference
{"file name": "input.pdf", "number of pages": 44, "author": "Vincent Limbach; Jonas Dornbusch; David L\u00fcdke; Stephan G\u00fcnnemann; Leo Schwinn", "title": "Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs", "creation date": null, "modification date": null
Hardware
{"file name": "input.pdf", "number of pages": 44, "author": "Vincent Limbach; Jonas Dornbusch; David L\u00fcdke; Stephan G\u00fcnnemann; Leo Schwinn", "title": "Black-box, Adaptive, Efficient, Transferable, Harmful, Applicable... Attacks Are All You Need to Break LLMs", "creation date": null, "modification date": null
Receipt path
/buildability/black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms
Paper ref
black-box-adaptive-efficient-transferable-harmful-applicable-attacks-are-all-you-need-to-break-llms
arXiv id
2606.03647
Generated at
2026-06-03T20:32:58.249Z
Evidence freshness
fresh
Last verification
2026-06-03T20:32:58.249Z
Sources
5
References
0
Coverage
83%
Lineage hash
6a5e0c86c0026d3bd2ef2ce5d1f7135a863ae1a0f13ec7d486f2969299873f74
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.
Canonical opportunity-kernel evidence is available for this receipt window.
references