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/demystifying-data-organization-for-enhanced-llm-training
Subject: Demystifying Data Organization for Enhanced LLM Training
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": 18, "author": "Yalun Dai; Yangyu Huang; Tongshen Yang; Yonghan Wang; Xin Zhang; Wenshan Wu; Qihao Zhao; Hao Li; Yuanyuan Gao
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": 18, "author": "Yalun Dai; Yangyu Huang; Tongshen Yang; Yonghan Wang; Xin Zhang; Wenshan Wu; Qihao Zhao; Hao Li; Yuanyuan Gao; Kim-Hui Yap; Scarlett Li", "title": "Demystifying Data Organization for Enhanced LLM Training", "creation date": null, "modification date": null
Inference
{"file name": "input.pdf", "number of pages": 18, "author": "Yalun Dai; Yangyu Huang; Tongshen Yang; Yonghan Wang; Xin Zhang; Wenshan Wu; Qihao Zhao; Hao Li; Yuanyuan Gao; Kim-Hui Yap; Scarlett Li", "title": "Demystifying Data Organization for Enhanced LLM Training", "creation date": null, "modification date": null
Hardware
{"file name": "input.pdf", "number of pages": 18, "author": "Yalun Dai; Yangyu Huang; Tongshen Yang; Yonghan Wang; Xin Zhang; Wenshan Wu; Qihao Zhao; Hao Li; Yuanyuan Gao; Kim-Hui Yap; Scarlett Li", "title": "Demystifying Data Organization for Enhanced LLM Training", "creation date": null, "modification date": null
Receipt path
/buildability/demystifying-data-organization-for-enhanced-llm-training
Paper ref
demystifying-data-organization-for-enhanced-llm-training
arXiv id
2605.30334
Generated at
2026-05-29T20:34:18.485Z
Evidence freshness
stale
Last verification
2026-05-29T20:34:18.485Z
Sources
4
References
0
Coverage
83%
Lineage hash
93871596b147633c50752b71f7272c906ebfd8c57c3f2f11e379946381b6f934
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.
references