Security tooling. Privacy-first infrastructure. Human-AI systems built to last.
mazzeleczzare.com · ORCID · Get in touch
I make security practical and AI systems trustworthy — for independent builders, researchers, and organizations that can't afford to get it wrong.
My work sits at the intersection of operational security, privacy infrastructure, and human-AI alignment. Every project here is built against the same constraint: it has to work for people who aren't security engineers.
| Project | What it does | Why it matters |
|---|---|---|
| Secure Pride | Privacy posture checks and device hardening for macOS, iOS, and Linux | Brings enterprise-grade security hygiene within reach of vulnerable orgs and solo builders |
| Context Synapse | Experimental engine for human–AI context negotiation | Explores how conversational state, agent memory, and alignment actually work in practice |
- Threat-informed security tooling — reducing real-world risk, not just surface-area compliance
- Privacy-preserving infrastructure — for builders and organizations with something worth protecting
- Legible AI systems — human–AI collaboration that stays calm, auditable, and operationally sound
- Accessible design — correctness and usability aren't in conflict; I refuse to treat them that way
Essays, technical notes, and research on privacy infrastructure, human–AI collaboration, and open-source systems thinking.
→ mazzeleczzare.com · ORCID 0009-0005-9661-4780
Software should be secure, humane, understandable, and accessible to people who aren't security engineers.
That's not a nice-to-have. That's the constraint every project here is built against.
Open to collaboration on privacy tooling, secure infrastructure, and human–AI systems — especially with researchers, independent builders, and mission-driven organizations.
Open an issue, or reach out directly.