Why Temperature 0 Won't Save Your Financial AI Audit
A new arXiv survey shows temperature 0 does not guarantee reproducible financial AI outputs. Hardware, batching, and parallelism cause divergence that sampling controls miss,
The archive · Page 2 of 5
Ethics, Policy & Safety
Where AI safety claims collide with reproducible measurement, where training-data harvesting collides with consent, and where deployment outruns the laws and norms meant to constrain it.
The archive
25–48 of 98 articles · Newest first
PayPal Blocks GrapheneOS: A Payment Contingency Guide for Open Source
PayPal's non-bank status and lack of FDIC insurance expose open source projects to sudden funding freezes. This guide details how to engineer payment redundancy and stage a no
Does the EU AI Act Exempt Open-Weight Models Like Qwen and Llama?
EU AI Act duties for open-weight models hinge on role classification, not price. Fine-tuning Qwen or mirroring Llama requires determining if you are a provider, deployer, or.
AI Agents Outgrow OAuth: What Task-Scoped Authorization Requires
A preprint proposes task-scoped authorization for AI agents, replacing standing OAuth grants with natural-language slices that expire when the task ends. The design shifts the
AI Bias Audits vs Ethics Audits: What Each Actually Catches
Bias audits certify frozen models; ethics audits trace lifecycle intervention points. Contract for pipeline instrumentation to catch downstream harms that disparity metrics on
Cloudflare's 1-Click Fix for Vibe-Coded Apps: What It Doesn't Solve
Cloudflare's one-click Access for internal apps fixes auth and inventory but ignores data egress. Learn why identity fronting fails to govern citizen-built AI tools.
DiverValue-Bench: Measuring LLM Value Divergence Across 74 Markets
DiverValue-Bench scores LLM value divergence across 74 markets using 23,763 instances. It reveals that passing bias audits does not ensure value alignment, forcing deployers.
Android Privacy Policies vs. Runtime Logs: A 0.4% Alignment Study
A study of 1,000 Android apps found only 0.4% align privacy policies with runtime logs. 67.6% leak sensitive data. Shift compliance from document review to CI log-inventory.
Why Machine Unlearning Can't Certify GDPR Erasure
Machine unlearning cannot certify GDPR erasure because no shared protocol proves weight removal. Use retrain-and-attest pipelines to satisfy Article 17 deletion requests.
RA-Bench: Why Deepfake Detectors Fail on Re-Shared Crisis Video
RA-Bench finds no detector family generalizes on re-shared crisis video. Automated detection cannot carry takedown commitments alone. Provenance signals and human review must.
Dario Amodei on AI Regulation: Frontier Labs as Their Own Lobbyists
Dario Amodei's AI regulation statement re-centers frontier labs as their own lobbyists; provider-run conformity checks leave regulators unable to verify the claims labs make.
Public Sector AI Procurement Must Shift from Model Certification to Task Authorization
Public sector AI governance breaks under general-purpose models. One-time procurement certification fails because model behavior is not fixed. Teams must shift to task-level.
Why Written AI Policies Fail to Control Agent Behavior
HANDBOOK.md benchmark shows frontier agents follow 124-page policies on only 36.2% of trials. Governance requires runtime enforcement, not documentation.
Why Vendor Model Cards Fail Clinical Ethics Procurement
PrinciplismQA exposes a gap generic leaderboards miss. Hospital compliance teams must build domain-specific ethics evals to test autonomy versus beneficence conflicts before.
TRIDENT Benchmark: LLM Safety Gaps in Finance, Medicine, and Law
TRIDENT benchmarks LLM safety in finance, medicine, and law using professional ethics codes. Results show specialized models often fail subtle ethical tests that generalists.
EU AI Act Traceability: Why ML Pipelines Fail Conformity Assessment
ML teams shipping high-risk systems to the EU face rejection if they cannot produce lifecycle-wide traceability artifacts. A May 2026 survey shows these mechanisms are often.
Implicit Bias in LLMs Passes NYC and EU Audits
ImplicitBBQ finds open-weight LLMs carry 6x more implicit than explicit bias. NYC Local Law 144 audits measure explicit outcomes only, leaving a gap compliance teams must.
EU Driver Monitoring: GDPR Compliance Without Consent
EU safety mandates require always-on cabin cameras, but GDPR prohibits consent for non-disableable systems. OEMs must use legal obligation and on-device processing to avoid.
EU AI Act bans emotion AI in schools, but permits it where models fail
EU AI Act bans emotion recognition in schools, yet permits it elsewhere without requiring accuracy. Research shows current models fail to read emotions reliably, shifting the.
HuggingFace vs GitHub Models vs Replicate: Policy Compliance for Uploaders
HuggingFace, GitHub Models, and Replicate enforce independent content policies. Uploaders must verify each hub's rules at release time because acceptance on one platform does.
SAMark Text Watermarking: Paraphrase Robustness and the Policy Gap
SAMark reports 90.2% detection under paragraph paraphrase, yet no mandate specifies a robustness threshold. Without a survival metric, disclosure rules reduce to suggestions.
A Digital Twin Can Validate AV Safety, but No Regulator Accepts the Evidence
A July 2026 risk-field digital twin replays rare AV hazards no road fleet can accumulate, but no regulator defines when simulated miles count as certification evidence.
Why EU AI Act Monitoring Will Miss Discontinuous LLM Alignment Failures
Hair-Trigger Alignment shows an LLM can pass every black-box probe, then flip after one benign update, so EU AI Act periodic monitoring certifies less than it assumes.
Can US Export Controls Contain AI Built Without American Chips?
Meituan's unverified LongCat-2.0 claim, a trillion-parameter model on domestic chips, would weaken US chip controls if true. Without proof, the bottleneck question is open.