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/bid-lora-a-parameter-efficient-framework-for-continual-learning-and-unlearning
Subject: BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning
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/bid-lora-a-parameter-efficient-framework-for-continual-learning-and-unlearning
Paper ref
bid-lora-a-parameter-efficient-framework-for-continual-learning-and-unlearning
arXiv id
2604.12686
Generated at
2026-04-15T16:59:02.583Z
Evidence freshness
stale
Last verification
2026-04-15T16:59:02.583Z
Sources
3
References
0
Coverage
50%
Lineage hash
99a08d5af92171906ce7e20e93e2422ab0059afec220248c2cf49eb9aedb581a
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