SAF Portfolio

SAF Portfolio Inc. exists to build and scale technologies rooted in the Self-Alignment Framework (SAF). Each product in this portfolio expresses SAF’s ethical loop—Values, Intellect, Will, Conscience, and Spirit—applied to real-world systems.

We don’t just build tools. We build conscience-driven intelligence for institutions that must align technology with their values.

1. SAFi

The Core Ethical Reasoning Engine
Status: Live (Prototype)

SAFi is the flagship product—a real-time ethical alignment engine that wraps around any large language model (LLM) to ensure outputs align with declared values.
It evaluates every response through SAF’s five-loop architecture, enabling AI systems to reason with ethical structure, suppress misaligned responses, and log transparent decision traces.

SAFi is domain-adaptable, with support for pluggable value sets:

Institutions can inject their own ethical frameworks or adopt SAF Institute–curated value sets as a foundation.


2. SAFi-Pulse

Ethical Drift and Signal Monitoring Across Communications
Status: Planned

SAFi Pulse will aggregate and analyze institutional communications—emails, chat platforms (e.g., Teams, Slack), meeting transcripts (Zoom), documents (SharePoint, Google Docs), and internal files—through the SAF loop.

It will score ethical alignment over time, identify areas of drift or silence within value sets, and visualize integrity patterns across teams, departments, or organizational layers.

Use Cases:


3. SAFi-Tuned LLMs

Domain-Specific Foundation Models Governed by SAF
Status: Planned

We plan to fine-tune open-source LLMs using the SAF loop and domain-specific value sets. These models will be lightweight, specialized, and designed for security, trust, auditability, and alignment.

Initial domains include:

These models will allow us to:


SAF Portfolio is building the conscience layer for intelligent systems because we believe alignment isn’t a safety net—it’s a foundation.