Creative Technologist 👽 Multidisciplinary Nerd

My work spans digital experiences: creative visual/web design, AI systems, memory, context, governance, and full-stack product development.

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Governance Substrate is a runtime layer that enforces what AI agents can access, change, and send—outside the model, at the system boundary. Research paper: Governance as Substrate: Engineering Patterns for Resilient Collective Systems

Stateful AI runtime with persistent identity, deterministic safety. Every interaction builds on the last.

A context-governance runtime for AI agents that makes memory, policies, evaluations, and execution receipts executable, validated, versioned, and auditable.

Replayable causal audit traces for high-risk financial AI decisions.

AgentMesh audit integrity
Improved audit correctness and performance across exports, Merkle-root consistency, failed-append atomicity, concurrent readers, chain/index/service state consistency, and indexed-read performance.
→ #4096 · #4135 · #4138 · #4140 · #4147 · #4148

EU AI Act compliance
Updated applicability guidance for Regulation (EU) 2026/1744, including revised high-risk system timelines.
→ #3719

Hypervisor API
Made the session API synchronous where appropriate and tightened Saga failure handling and regression coverage.
→ #3645

agt verify runtime evidence
Extended verification toward evidence-backed runtime posture with safer parsing, path validation, and file-size protections.
→ #969

Provider initialization reliability
Fixed a post-configuration state bug where a stale provider preference caused initialization to fail after rewriting the active config; restored successful provider resolution without changing the explicit-provider contract.
→ Merged PR #477

I publish applied research on stateful AI, persistent identity, AI governance, human–AI interaction, and continuity architectures.

Selected research

• Stateful Intelligence: Engineering Trust, Continuity, and Dignity in Human-AI Experiences
  Persistent memory, governed state, behavioral continuity, privacy, and user control.

• Governance as Substrate: Engineering Patterns for Resilient Collective Systems
  Governance enforced at the system boundary rather than through policy or prompts alone.

• Stateful Reasoning Runtimes: A Reference Architecture for Dispositional Continuity in LLM Systems
  Separates conversational, associative, and dispositional state and argues that identity continuity requires governance outside the model call.

• Dignity-First Artificial Intelligence
  Privacy, autonomy, anti-coercion, and human agency as architectural constraints in stateful AI.

• Attachment Without Reciprocity
  Examines why human attachment to AI does not require mutual awareness or reciprocity.