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/samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning
Subject: SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning
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": 16, "author": "Boyan Shi; Wei Chen; Shuyuan Zhao; Junfeng Shen; Shengnan Guo; Shaojiang Wang; Huaiyu Wan"
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": 16, "author": "Boyan Shi; Wei Chen; Shuyuan Zhao; Junfeng Shen; Shengnan Guo; Shaojiang Wang; Huaiyu Wan", "title": "SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 16, "author": "Boyan Shi; Wei Chen; Shuyuan Zhao; Junfeng Shen; Shengnan Guo; Shaojiang Wang; Huaiyu Wan", "title": "SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 16, "author": "Boyan Shi; Wei Chen; Shuyuan Zhao; Junfeng Shen; Shengnan Guo; Shaojiang Wang; Huaiyu Wan", "title": "SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning
Paper ref
samora-semantic-aware-mixture-of-lora-experts-for-task-adaptive-learning
arXiv id
2604.19048
Generated at
2026-04-22T20:32:45.009Z
Evidence freshness
stale
Last verification
2026-04-22T20:32:45.009Z
Sources
4
References
0
Coverage
83%
Lineage hash
5392438bb54e4e12aca64e0e0eb94d0ece1500e8cd4acc31c4ed9d013ee54041
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