Founder and systems builder working on accountable AI infrastructure.
I was born in Pontecorvo, Italy, and I am based in New Jersey. My work has moved from storytelling and product experiments into the systems problem I care about most: AI that can reason, act, and be audited without hiding the chain of responsibility.
I build under the Arobi Technology Alliance / Aura Genesis Foundation umbrella across public, operator, and research lanes.
Arobi Network is the ledger and routing layer for public and private AI operations. It is designed to keep compute, custody, consensus, and audit evidence visible instead of treating AI execution as an opaque black box.
- Public network API: https://arobi.aura-genesis.org/api/v1/info
- Network readiness: https://arobi.aura-genesis.org/api/v1/network/readiness
Immaculate is the governed orchestration harness behind the stack. It routes agent work through policy, planning, verification, and ledger recording so humans and AI operators can work together with accountability.
The goal is not just more automation. The goal is automation with admissible evidence: what was planned, what was allowed, what changed, what was tested, and who approved the risky steps.
LaaS is the ledger-as-a-service rail for tenant-scoped audit data, verification records, and governed agent activity. It is the spine for turning operational telemetry into durable evidence for products, customers, and future supervised model training.
JAWS Flight Deck is the operator-facing workspace for the stack: a clean AI workbench that brings OpenJaws, Q, Immaculate, tools, agents, and human approvals into one working environment.
- JAWS public download lane: https://www.qline.site/downloads/jaws
- JAWS release artifacts: https://github.com/PossumXI/jaws-downloads
Q is the reasoning and operations brain I am building around the harness. QICR is the reward and verifier lane: instead of claiming that a model "learned the right thing," the system audits per slice and surfaces coverage, sparsity, Goodhart pressure, and regression evidence.
- QICR public surface: https://aura-genesis.org/qicr
- Verifiable rewards / verifier lane: https://www.iorch.net/qicr/verifiable-rewards
- Accountability over opacity.
- Verifiable work over vague claims.
- Human approval for high-risk actions.
- Public lanes and private lanes kept separate by design.
- No durable or unlawful facial recognition.
- No hidden credentials, hardcoded secrets, or security shortcuts.
- Real deployed systems first, marketing second.
I am building toward accountable AGI infrastructure: systems where agents can help with software, operations, field robotics, public-safety workflows, finance, healthcare, aerospace, and defense-grade environments while preserving auditability, security, and human control.
The near-term stack is:
- Arobi Network for ledger, routing, and public/private network readiness.
- Immaculate for governed orchestration.
- LaaS for tenant evidence and audit trails.
- Q for supervised reasoning and operational intelligence.
- JAWS Flight Deck / OpenJaws for the human and agent workspace.
- Aura Genesis Foundation and Arobi Technology Alliance for the public-facing mission, services, and deployment surfaces.
Public surfaces: