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/personalization-meets-safety-mechanisms-risks-and-mitigations-in-personalized-llms
Subject: Personalization Meets Safety:Mechanisms,Risks,and Mitigations in Personalized LLMs
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
# 11.2 The Practical Implementation of Frontier Technologies in Personalized Agents The practical implementation of personalized agent technology is currently undergoing a drastic
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
# 11.2 The Practical Implementation of Frontier Technologies in Personalized Agents The practical implementation of personalized agent technology is currently undergoing a drastic transition from academic idealism to engineering pragmatism. In the 2026 development market
Inference
# 11.2 The Practical Implementation of Frontier Technologies in Personalized Agents The practical implementation of personalized agent technology is currently undergoing a drastic transition from academic idealism to engineering pragmatism. In the 2026 development market
Hardware
# 11.2 The Practical Implementation of Frontier Technologies in Personalized Agents The practical implementation of personalized agent technology is currently undergoing a drastic transition from academic idealism to engineering pragmatism. In the 2026 development market
Receipt path
/buildability/personalization-meets-safety-mechanisms-risks-and-mitigations-in-personalized-llms
Paper ref
personalization-meets-safety-mechanisms-risks-and-mitigations-in-personalized-llms
arXiv id
2606.09038
Generated at
2026-06-09T03:26:39.004Z
Evidence freshness
fresh
Last verification
2026-06-09T03:26:39.004Z
Sources
3
References
0
Coverage
50%
Lineage hash
c15e5cda72d1e8987ca8be451a5dc23a64833ac6c3f84ca7ede9a28ed48137e8
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.
Canonical opportunity-kernel evidence is available for this receipt window.
repo_url
references