Higgsfield AI scam exposed: fraud, fake unlimited plans, mass bans, predatory billing, non-consensual deepfakes, Reddit spam, unpaid creators, and reselling Kling/Minimax models at 4.5x markup. Higgsfield AI research & evidence.

Cryptographic receipt system for AI agent accountability. Tamper-evident, hash-chained receipts with Ed25519/HMAC signing.

Gamified accountability system for Claude Code workflows with progressive consequences, strikes, and rewards. Based on ArXiv 2506.01347 NSR research.

Structural reference on retaining final human refusal power before irreversible autonomous execution.

Eziokwu: Heart-centered AI accountability framework for verifying algorithmic decision-making and organizing evidence for regulatory evaluation. Truth infrastructure built on Igbo philosophical principles.

Neutral reference framework for institutional accountability and post-incident review in high-risk autonomous AI systems.

Practical and research-oriented exploration of ethics, responsibility, and governance for AI in software engineering. Policy frameworks, case studies, assessment tools and actionable guidance for responsible AI adoption in engineering teams. Week 07 assignment for AI & SE learning track.

A deterministic safety layer for probabilistic AI systems — preventing delusion reinforcement and AI-induced psychological harm through immutable governance

An execution kernel that treats LLMs as untrusted compute and enforces policy via deterministic runtime interception.

Institutional friction and post-incident accountability mechanisms for high-risk autonomous AI systems.

uantitative framework for detecting structural deception in AI-generated text