Categorization & Golden Cages
Due Process and Rule of Law
Contesting Categorization
Emergent Algorithmic Institutions
Markets and Statistical Testing
Choice Architectures of Economics
Designing Checks and Balances
Golden Cages of Augmented Reality

Outsourcing Cognition & Freedom
Outsourcing Cognitive Processes
Machine Learning Expert Training
Extended Resources System Breakdown
New Institutional Transformations
System Affordances and Capabilities
Freedom of Users Used by Systems
Politics of Backend Architectures

Uncertainty & the Burden of Proof
Rationality and Trust in Machines
Smart Learning Algorithms
Predictions of Uncertainty
Predictability and Governance
Transparency and Data Protection
Burden of Proof in Meaningful Terms

Cybernetics, Ambiguity & Objectivity
Nudging Environments and Reason
Cybernetics of Robotic Envelope
Information Theory and Behaviorists
Capture and Reconstituting Reality
Ambiguity and Resilience
Assumptions of Reductive Rationality
Human Biases and Heuristics
On the Table or the Menu
Challenging Claims of Objectivity

Assumptions, Biases & Watchdogs
Cognition and Prior Assumptions
Inevitable Architectures of Bias
Systems Developing Predispositions
Exponentially Automated Errors
Masking and Tweaking Correlates
Access for Operational Watchdogs
Impact and User Empowerment
Gaming Manipulative Systems