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Regulation & Safety Articles
Showing 10 articlesOpen Source vs Open Weights: The Legal Battle Over the OSI AI Definition
Analyzing the Open Source Initiative's formal Open Source AI Definition (OSAID 1.0): unpacking the legal debate between open model weights and complete training data transparency....
US AI Executive Order 14110: Red-Teaming & Dual-Use Compute Thresholds
A policy and technical breakdown of White House Executive Order 14110 on Safe, Secure, and Trustworthy Artificial Intelligence, evaluating reporting mandates, dual-use compute thresholds, and NIST red-teaming standards....
Deepfake Detection and AI Watermarking: SynthID, C2PA Metadata, and Cryptographic Provenance
An architectural examination of AI content provenance and deepfake detection: comparing statistical token watermarking via Google DeepMind SynthID with cryptographic asset manifest signing via the Coalition for Content Provenance and Authenticity (C2PA)....
Apple Private Cloud Compute: Cryptographic Attestation and Stateless Cloud AI
A cryptographic teardown of Apple Private Cloud Compute (PCC): examining custom Apple Silicon server nodes, stateless execution environments, remote hardware attestation, and verifiable transparency logs....
Frontier AI Safety Governance: Lessons from California SB 1047 and RSPs
Analyzing the historic legislative debate surrounding California's Senate Bill 1047, Governor Gavin Newsom's veto, compute thresholds, whistleblower protections, and voluntary Responsible Scaling Policies....
Indirect Prompt Injection: Defense Strategies Against Untrusted RAG Context and Multi-Turn Jailbreaks
An architectural security analysis of indirect prompt injection: examining untrusted context injection in RAG pipelines, data exfiltration vectors, and defense-in-depth engineering using dual-LLM verification boundaries....
Copyright and Generative AI: Landmark Legal Precedents in Fair Use and Scraping
A comprehensive legal and architectural analysis of AI copyright disputes: evaluating the four-factor fair use defense, training data memorization risks, ongoing landmark litigation, and modern publisher opt-out frameworks....
The EU AI Act Enterprise Compliance Roadmap: High-Risk Audits and Governance
A technical and legal roadmap for enterprise engineering teams navigating Regulation (EU) 2024/1689: classifying risk tiers, auditing prohibited practices, satisfying GPAI systemic risk obligations, and establishing verifiable governance....
Constitutional AI: Self-Correction Principles and RLAIF for Safe Value Alignment
An architectural examination of Anthropic's Constitutional AI methodology: how written behavioral principles, automated critique-revision loops, and RLAIF replace traumatic human moderation while improving model helpfulness....