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/dataflex-a-unified-framework-for-data-centric-dynamic-training-of-large-language-models
Subject: DataFlex: A Unified Framework for Data-Centric Dynamic Training of Large Language Models
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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.
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.
Receipt path
/buildability/dataflex-a-unified-framework-for-data-centric-dynamic-training-of-large-language-models
Paper ref
dataflex-a-unified-framework-for-data-centric-dynamic-training-of-large-language-models
arXiv id
2603.26164
Generated at
2026-03-30T21:54:41.922Z
Evidence freshness
stale
Last verification
2026-03-30T21:54:41.922Z
Sources
9
References
58
Coverage
50%
Lineage hash
c99e76785b2f9cd6b965b1fdf73b5ed6d17a3f1e1a4bd528fae9738b0f884e19
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
proof_status