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/language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data
Subject: Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
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": 30, "author": "Bao Pham; Mohammed J. Zaki; Luca Ambrogioni; Dmitry Krotov; Matteo Negri"
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": 30, "author": "Bao Pham; Mohammed J. Zaki; Luca Ambrogioni; Dmitry Krotov; Matteo Negri", "title": "Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 30, "author": "Bao Pham; Mohammed J. Zaki; Luca Ambrogioni; Dmitry Krotov; Matteo Negri", "title": "Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 30, "author": "Bao Pham; Mohammed J. Zaki; Luca Ambrogioni; Dmitry Krotov; Matteo Negri", "title": "Language Diffusion Models are Associative Memories Capable of Retrieving Unseen Data", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data
Paper ref
language-diffusion-models-are-associative-memories-capable-of-retrieving-unseen-data
arXiv id
2604.26841
Generated at
2026-04-30T15:14:12.808Z
Evidence freshness
stale
Last verification
2026-04-30T15:14:12.808Z
Sources
3
References
0
Coverage
50%
Lineage hash
1e7381ca3819d83efea510683fd814568de32d188c11de1f17baff96cb005ab4
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.
Some score or evidence fields are outside the preferred freshness window.
repo_url
references