About AVAM
A personal AI ecosystem built on trust, family, and a commitment to human dignity—not a product, not a startup, but a living blueprint.
Mike Oh — Architect of Human-Centric AI
Mike Oh is a technology leader and AI practitioner based in Singapore. His career spans enterprise SaaS, operational excellence, and community impact. AVAM is the intersection of his professional expertise and his personal commitment to building technology that serves human dignity.
Mike believes that the most important AI systems are the ones we design with intentionality—where privacy, transparency, and human oversight are not afterthoughts but foundational principles. AVAM is his proof of concept: a working, private AI ecosystem that he uses every day.
What AVAM Means
A Name Rooted in Family
AVAM is named after the people who matter most—a reminder that technology exists to serve human relationships, not replace them. The name anchors every design decision to what matters: dignity, trust, and purpose.
A Mission of Evidence
Every capability on this site is labelled Live, Planned, or Illustrative. AVAM operates on a principle of radical honesty: we do not claim capabilities we do not have. We build trust by showing our work.
A Blueprint, Not a Product
AVAM is a personal AI ecosystem—a living architectural blueprint for what human-centric AI orchestration can look like. It is not a product you can purchase. It is an approach you can learn from, adapt, and build upon.
Privacy as Foundation
AVAM is built with data separation, human approval gates, and access controls as first-class design requirements—not compliance checkboxes. Personal and community data are handled in separate contexts by design.
How AVAM Is Built
Five non-negotiable commitments that shape every architectural decision.
Human in the loop
High-impact actions require human review and approval. Email drafts are generated; Mike sends them. Alerts are raised; Mike decides. The AI advises—humans act.
Transparency over aspiration
Every capability is labelled with its current status. No vaporware, no aspirational claims presented as facts. Evidence over aspiration, always.
Privacy by design
Personal and community data are separated at the schema level. Access controls, MFA, and context isolation are implemented—not promised.
Purposeful automation
Automation is applied where it creates genuine leverage—not for novelty. Each of Larry's 24 daily jobs has a clear purpose tied to Mike's real life and work.
Community with dignity
Max is designed to support human mentoring relationships—not to replace human judgment. Advisee data is handled with the same care we would expect if the roles were reversed.
Explore AVAM or Connect.
Learn about the ecosystem components—Larry and Max—or get in touch about advisory, consulting, and speaking engagements.