Tag
#governance
10 insights
- ai · arxiv/cs.AI · 8 min
Formal Proofs Verify Machine Governance in AI Systems
McCann's mechanized theory establishes mathematical foundations for controlling intelligent systems through coinductive safety predicates and verified interpreter specifications.
May 2, 2026 Read → - ai · arxiv/cs.AI · 8 min
AI Governance Fails When Capabilities and Rules Don't Align
McCann argues that most AI systems have mismatched boundaries between what they can do and what governance covers, creating inevitable blind spots.
May 2, 2026 Read → - ai · arxiv/cs.AI · 8 min
Five Configurations of Human-AI Decision-Making Leadership
Jadad's spectrum model helps leaders recognize where actual decision authority lies in human-AI teams, from pure human to pure AI control.
May 2, 2026 Read → - ai · hackernoon · 2 min
HackerNoon's 221-Post Index Maps the AI Ethics Landscape
A ranked reading list drawn from reader engagement data surfaces which AI ethics topics practitioners actually find worth their time.
Apr 26, 2026 Read → - ai · arxiv/cs.AI · 8 min
Rule-Based AI Needs Policy Grounding, Not Label Agreement
Content moderation systems fail when evaluated by human agreement alone. A new framework measures whether decisions logically follow stated rules instead.
Apr 26, 2026 Read → - ai · arxiv/cs.AI · 8 min
Statistical Certification Framework for AI Risk Regulation
Researchers propose a two-stage verification method to quantify acceptable risk thresholds and audit AI system failure rates without model access.
Apr 25, 2026 Read → - ai · arxiv/cs.AI · 8 min
Fairness in sequential ML requires accounting for unequal uncertainty
Lee et al. show how model, feedback, and prediction uncertainty compound disadvantage in online decision systems, and propose uncertainty-aware methods to reduce disparities.
Apr 24, 2026 Read → - engineering · arxiv/cs.AI · 8 min
Atomic Decision Boundaries: Why Split Governance Fails at Runtime
Autonomous systems need decisions and state changes fused into one indivisible step; separation creates an architectural gap no policy can close.
Apr 23, 2026 Read → - engineering · arxiv/cs.LG · 4 min
Kernel-Level LLM Safety via Logit Inspection
ProbeLogits reads token probabilities before generation to enforce safety policies at the OS level, achieving parity with learned classifiers at 2.5x speed.
Apr 21, 2026 Read → - startups · hackernoon · 2 min
GenZVerse Builds Governance Into Architecture, Not Policy
A Polygon-based Web3 platform claims decentralisation enforced by smart contracts, not founder promises — here is what that distinction means.
Apr 19, 2026 Read →