Ken Tannenbaum – Senior Staff Quality Assurance Engineer • Systems & Protocol Designer • AI Governance Systems Exploration
I am a Senior Staff Quality Assurance Engineer focused on structured engineering workflows, platform-scale quality architecture, and long-horizon systems design. I’m particularly interested in how systems, protocols, and clearly defined boundaries shape resilient software environments.
Beyond my core role, I am actively developing OS-adjacent AI mediation systems, civic drafting frameworks, investigative tooling prototypes, and production-grade publishing systems. These efforts formalize how governance, constraint, and human-centered design shape durable systems.
I am drawn to problems that demand structure, clarity, and long-horizon thinking, and I intentionally pursue work that operates at that scale.
- Canon validation engine for Aegis
- Governance enforcement prototypes
- Deterministic publishing pipelines
- Structured QA protocol templates
I develop open frameworks for AI governance, structured systems design, and deterministic engineering workflows.
If this work is valuable to you, consider supporting its continued development: https://github.com/sponsors/finnoybu
Aegis is a long-horizon governance architecture for constrained intelligence, designed to evaluate human intent, clarify consequences, and enforce explicit boundaries before actions are executed.
Current development focuses on governance validation, protocol design, and AI-augmented systems architecture. Supporting this effort, Aegis Labs serves as the public-facing research and documentation space, capturing architectural principles and emerging design patterns as they develop.
At its foundation, Aegis examines how meaningful human–machine boundary governance can be designed and enforced as a structural property of software systems. Rather than treating safety and mediation as reactive safeguards, the initiative investigates whether authority, constraint, and consequence-awareness can operate as first-class architectural requirements that ensure systems remain accountable to clearly defined boundaries, even when explicitly permitted to act.
The initiative is grounded in a simple principle: capability without constraint is not intelligence.
Forensickle is an investigative tooling initiative exploring how structured digital forensics workflows can begin locally and expand into broader analytical environments. The concept starts with accessible, script-driven data collection and offline review, designed for individual practitioners and small teams.
The longer-term vision is to extend this foundation into a web-based platform where collected artifacts can be uploaded, correlated, and analyzed across systems to provide deeper context and structured comparison while remaining open, transparent, and accessible.
AmericansForPropriety is a civic drafting and institutional clarity initiative focused on articulating jurisdictional boundaries, governance norms, and structural accountability in accessible language. The project provides policy context and structured drafting tools designed to support disciplined and informed civic participation.
At its core, the initiative examines how governance frameworks can be expressed as coherent systems. This makes institutional roles, authority boundaries, and procedural responsibility more visible and understandable to the public.
Beyond governance and investigative tooling, I build structured publishing and web architecture projects that apply systems discipline to content and user experience. This includes The Wellings, a production-grade children’s book series with defined canon and production governance, as well as long-form archival initiatives such as Memoirs, a digital preservation project documenting my great-grandfather’s experiences as a Norwegian Merchant Marine in the late 19th century.
These projects serve as execution laboratories, exploring how narrative platforms, content workflows, and static web infrastructure can be designed with clarity, consistency, and long-horizon maintainability.
Python • TypeScript • Static Web Architecture • Systems Design • Workflow & Governance Modeling
