Research on what systems may know, infer, decide, retain, and require of persons.

Representation & Institutional Judgment

Records, averages, procedures, error, uncertainty, standing, and inherited descriptions become consequential when institutions convert them into decisions about persons or futures.

• FrameworkAgainst the Sovereignty of the MeanAverages, outliers, remainder, and institutional judgment.
• Research contributionError MetabolizabilityThe extracted research contribution from The Failure Budget: who has enough material, social, and institutional margin to be wrong, learn, and recover.
• Research contributionThe Jurisdiction of FormWhen a partial record acquires authority beyond the purpose and evidence that justified its creation.

See the full program →

Relation, Formation & Change

These works examine anticipation, reception, threat propagation, relational mismatch, dependence, exit, temporal authority, future credibility, and the social conditions under which change can be recognized as real.

• Theoretical paperThe Cost of StayingHow exit conditions during learning can alter knowledge, metacognitive calibration, and later decisions to persist after the original environment is gone.
• Research essayWhen Better Work Reveals LessHow AI changes the evidence organizations use to infer capability—and how those inferences shape assignments that both develop and reveal future judgment.
• Research essayWhen the Gift Becomes CapacityHow a preexisting social relationship can become organizational planning dependence before continuing productive responsibility has become reciprocal.
• Research essayThreat-Subsidized CompetenceHow evaluative threat can protect excellent performance through costly regulation—and how institutional feedback can teach workers and organizations to depend on that route.
• Research contributionBefore I Am ReceivedAnticipatory self-formatting before a person enters a receiving system.
• Research contributionAltered Continuity / Transformation CompetenceRecognizing real change without erasing history or granting old descriptions permanent authority.
• Research contributionDifferential Modal Foreclosure / Modal JusticeHow futures can remain formally open while becoming practically unbelievable.

Cross-room membership
Contradiction as Integrity is canonically a Writing object and directly belongs to this Research program. Program membership does not transfer canonical room ownership.

See the full program →

AI Conduct & Person-Safety Assurance

Standards, specifications, and governance mechanisms focus on synthetic voice, reason custody, contestability, withdrawal, memory, authority, handoff, correction, and rollback.

• Research essayThe Jurisdiction LayerLegal AI, complementary assets, delegated authority, and the institutional conditions under which machine intelligence becomes consequential action.
• StandardPSC 1.0: Person Safety Case StandardAssurance claims bound to evidence, invalidation, contestation, withdrawal, and rollback. Standard class does not imply validation, adoption, certification, or consensus.
• FrameworkThe Conduct LayerRole, memory, inference, refusal, disclosure, handoff, appeal, and repair over time.
• Research contributionDocumentary Due ProcessAttributable procedure and evidence-linked reason custody when fluent institutional reasons become cheap.

See the full program →

Administrative Capacity & Public Systems

Applied work connects administrative memory, governed AI assistance, longitudinal records, public rights, and decision-making under disruption to the practical conditions under which organizations and people can act.

• Scholarly chapterThe Civic Infrastructure of IntelligenceA claim-to-remedy analysis of public standing, institutional response, governance, and the democratic limits of community.
• Research contributionAdministrative CapitalThe accumulated records, routines, controls, specialized knowledge, and memory that make organized action possible.
• Research contributionIntelligence Is Not the Scarce ResourceWhy governed administrative capacity remains scarce even when generic cognitive output is abundant.
• Research contributionA Republic Under LoadPublic rights as usable only when entry, duration, movement, refusal, appeal, and time remain practicable.

See the full program →