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Aegis Frameworks — Founder

Kyle Fenton

FinTech Developer. AI Finance Evaluator. Active Investor.

I build systems that make AI trustworthy in production.

Aegis Desk crest — oak tree on a navy shield with the motto firmus ut quercus

firmus ut quercus

About

The Framework Behind the Framework

I'm Kyle Fenton — a FinTech developer, disciplined investor, and the founder of Aegis Frameworks.

In 2026, I designed and built the Aegis Framework from scratch in under two weeks: a copyright-registered AI integration platform built around one core principle — AI output is data, not execution. Every suggestion an AI makes passes through deterministic gates before it ever reaches a human decision.

I built it using Claude (Anthropic's AI) to solve the exact problem AI companies are trying to solve: how do you make AI systems that are actually trustworthy in production? My answer was to make the discipline layer deterministic, not probabilistic — and to keep humans as the final gate, always.

The result is a framework that's proven across three industry verticals, copyright-registered, and ready to license to developers building the next generation of AI-powered applications.

2 Weeks
Time to build the framework
🛡️
3 Verticals
Production-ready applications
©
Registered
Copyright protected IP
📈
Consistent
Weekly trading gains
Projects

What I've Built

Every project runs on the Aegis Framework — proven across domains.

© Copyright Registered

Aegis Framework

Licensable AI Integration Platform

The core framework powering every Aegis application. Domain-neutral and AI-model-agnostic — developers bring their own AI and their own domain. The framework provides the discipline layer: deterministic gating, human-in-the-loop enforcement, Apply/Discard patterns, SQLite chain-of-custody auditing, and a multi-layer advisory gauntlet (Strategist → Skeptic → Watchdog → Reconciliation).

Copyright registered. Licensing model in development.

Python SQLite Deterministic Gates LLM Orchestration RLHF-ready
Framework Vertical

Aegis Vintage Reseller

Etsy Automation Platform

A proof-of-concept Aegis vertical for vintage goods resellers. Automates inventory management, pricing strategy, and listing optimization on Etsy using the same discipline framework that powers the trading desk. Demonstrates the Aegis Framework's portability across completely different industries.

Python Etsy Open API v3 Aegis Framework
Framework Vertical

Household Hub

Family Management Application

A proof-of-concept Aegis vertical for household and family management. Features multi-user role gates, COPPA-compliant child safety controls, AI coaching integration, and the same deterministic oversight layer that governs every Aegis application. Proves the framework scales from high-stakes financial systems to everyday consumer applications.

Python COPPA Compliance Multi-user Roles Aegis Framework
Skills

What I Work With

skills.config
Contact

Let's Talk

Whether you're interested in the Aegis Framework, AI evaluation work, or just want to connect — reach out.