Projects

AI infrastructure for sustained work.

These projects focus on continuity, inspectability and human control—the difficult parts that begin after an impressive first answer.

Creation ledger

Git for AI-assisted creation

Projects, chats, prompts, responses, decisions, artifacts, versions, branches, checkpoints, provenance, conflicts and authoritative state in one durable system.

  • Artifact identity and checksums
  • Context package generation
  • Decision history and supersession
  • Cross-project references
Cerebrum

Operational AI

Assistance tied to support, event analysis, detections, threat intelligence and institutional memory rather than isolated conversation.

  • Tenant-aware controls
  • Auditable enrichment
  • Explicit scoring contracts
  • Human review and action
Publishing

AI for Humans

A guide to practical use, limitations, hallucination, prompting, verification, ethics and the responsibility that remains with the user.

Research

Context continuity

Portable, inspectable context that survives model changes, session boundaries, tool migrations and long-running projects.