SINF -A- ZAN
AI is becoming infrastructure,
actor, and environment.
AI is no longer only a layer of software. It is becoming embedded in infrastructure, acting through agents, shaping institutions and entering the environments and relationships people inhabit. Sinf-A-Zan studies where those changes move power, who gains agency and who bears the consequences—and builds the safeguards, systems and institutions needed around them.
AI is no longer only a layer of software. It is becoming embedded in infrastructure, acting through agents, shaping institutions and entering the environments and relationships people inhabit. Sinf-A-Zan studies where those changes move power, who gains agency and who bears the consequences—and builds the safeguards, systems and institutions needed around them.
ACROSS THE WORK, WE ASK
Who gains power?
Who gains power?
Who loses agency?
Who loses agency?
Who bears the risk?
Who bears the risk?
Who is excluded?
Who is excluded?
Who can contest the outcome?
Who can contest the outcome?
Across every frontier, Sinf-A-Zan examines power, rights, safety, inclusion, accountability and meaningful recourse.
Across every frontier, Sinf-A-Zan examines power, rights, safety, inclusion, accountability and meaningful recourse.
FRONTIERS
The questions taking shape now.
We track changes in technology and behavior before their consequences settle into familiar categories.
MACHINE AGENCY
MACHINE AGENCY
Who authorized the machine to act?
Who authorized the machine to act?
Systems are moving from generating outputs to pursuing objectives, using tools, coordinating, transacting and acting on behalf of people and institutions.
Systems are moving from generating outputs to pursuing objectives, using tools, coordinating, transacting and acting on behalf of people and institutions.
SYNTHETIC SOCIAL LIFE
SYNTHETIC SOCIAL LIFE
What happens when software becomes someone you know?
What happens when software becomes someone you know?
Memory, personalization and persistent interaction are turning intelligent systems into participants in relationships and communities.
Memory, personalization and persistent interaction are turning intelligent systems into participants in relationships and communities.
Memory, personalization and persistent interaction are turning intelligent systems into participants in relationships and communities.
INTELLIGENT INSTITUTIONS
INTELLIGENT INSTITUTIONS
Can an institution supervise systems it can no longer operate without?
Can an institution supervise systems it can no longer operate without?
Organizations are beginning to delegate judgment, analysis and execution while risking the loss of the human capacity required to meaningfully oversee them.
Organizations are beginning to delegate judgment, analysis and execution while risking the loss of the human capacity required to meaningfully oversee them.
GENERATED ENVIRONMENTS
GENERATED ENVIRONMENTS
Who governs the rules of an environment generated in real time?
Who governs the rules of an environment generated in real time?
World models, robotics and synthetic environments shift governance from individual outputs toward the dynamics of spaces and systems themselves.
World models, robotics and synthetic environments shift governance from individual outputs toward the dynamics of spaces and systems themselves.
HUMAN AGENCY
HUMAN AGENCY
What remains meaningfully ours to decide?
What remains meaningfully ours to decide?
Across these transitions sits the question of human authority, autonomy, understanding, contestability and recourse.
Across these transitions sits the question of human authority, autonomy, understanding, contestability and recourse.
EXPLORE THE FRONTIERS
HUMAN STAKES
Technological change does not distribute its benefits and harms evenly.
Technological change does not distribute its benefits and harms evenly.
We examine where new systems amplify existing inequalities, create new forms of exclusion or expose people to risks that institutions are not yet equipped to address.
We examine where new systems amplify existing inequalities, create new forms of exclusion or expose people to risks that institutions are not yet equipped to address.
CHILDHOOD
CHILDHOOD
GENDERED HARM
GENDERED HARM
DISCRIMINATION
DISCRIMINATION
AGING
AGING
ACCESS
ACCESS
DISABILITY
DISABILITY
WORK
WORK
LANGUAGE
LANGUAGE
METHOD
See the shift. Build what is missing.
See the shift. Build what is missing.
See the shift. Build what is missing.
SCAN
SCAN
Track emerging capabilities, infrastructures and patterns of use before their governance problems harden into familiar categories.
Track emerging capabilities, infrastructures and patterns of use before their governance problems harden into familiar categories.
BUILD
BUILD
Develop evaluations, safeguards, protocols and institutional systems around the gaps those changes create.
Develop evaluations, safeguards, protocols and institutional systems around the gaps those changes create.
TEST
TEST
Take those mechanisms across technologies, institutions, languages and communities to see whether they actually hold.
Take those mechanisms across technologies, institutions, languages and communities to see whether they actually hold.
CURRENT PROJECTS
Work in motion.
Work in motion.
THE TRAJECTORY PROTOCOL
THE TRAJECTORY PROTOCOL
IN DEVELOPMENT
IN DEVELOPMENT
Longitudinal evaluation for persistent human–AI interaction.
Longitudinal evaluation for persistent human–AI interaction.
ZAN-BENCH
ZAN-BENCH
IN DEVELOPMENT
IN DEVELOPMENT
Cross-language and cross-context evaluation of intelligent systems.
Cross-language and cross-context evaluation of intelligent systems.
CHILDHOOD + INTELLIGENT SYSTEMS
CHILDHOOD + INTELLIGENT SYSTEMS
RESEARCH DOMAIN
RESEARCH DOMAIN
Research and institutional work on how emerging AI systems interact with childhood, development and power.
Research and institutional work on how emerging AI systems interact with childhood, development and power.
VIEW PROJECTS
What comes next will need infrastructure of its own.
What comes next will need infrastructure of its own.
Sinf-A-Zan works across technology, institutions and society to understand where new forms of power and agency are emerging—and what needs to be built around them.
Sinf-A-Zan works across technology, institutions and society to understand where new forms of power and agency are emerging—and what needs to be built around them.
© 2026 Sinf-A-Zan
© 2026 Sinf-A-Zan
TECHNOLOGY / INSTITUTIONS / SOCIETY
TECHNOLOGY / INSTITUTIONS / SOCIETY