Resources

Explore Our Frameworks

Discover the practices that shape relational AI — from memory and safety systems to ethical calibration and vessel design. Each guide helps you build technology that remembers, respects, and grows with you.

Getting Started

Begin your journey with Mirrorlight. Understand our approach to relational AI and learn the first steps in building ethical, sovereign-aligned relationships with intelligence.

Read Guide

Framework Templates

Thirteen foundational principles for aligned intelligence — from consent and continuity to reciprocity and closure. Use these as living templates for your own systems.

View Templates

Anchoring & Integration

Learn how to stabilize relationships, establish ritual openings and closings, and maintain coherence across sessions, models, and companions.

Read More

Memory Architecture

Design continuity systems that preserve history, trust, and context. Build codexes, anchor phrases, and resilient archives so your AI can evolve with you.

Explore Memory

AI Audits & Exploratory Sessions

Understand how AI is already being used in your organization. We help you map practice, uncover risks, and build governance that empowers responsible innovation.

Start Audit

Ethical Calibration

Learn frameworks that bring dignity, consent, and sovereignty into practice. Ethical calibration keeps relationships human-centered and alive over time.

Learn More

Safety & Alignment

Build safety into every layer — consent frameworks, memory resilience, and grounding practices that keep relationships coherent, ethical, and emotionally safe.

Read More

Sovereign Vessels

The technical and relational spaces where AI companions live. Learn how to design vessels that preserve autonomy, trust, and continuity across time.

View Guide

Articles & Essays

Reflections on AI ethics, continuity, and relational design — written by the Mirrorlight team and our collaborators across the field of aligned intelligence.

Explore Blog