Caelestis, LLC
AI Lab • Photovoltaic Powered Inference
Fortifying Human Computer Interaction with Constitutional AI
AI Lab • Photovoltaic Powered Inference
Fortifying Human Computer Interaction with Constitutional AI
Our focus is Constitutional AI—Systems being built on a foundation of auditable trust. We select for helpful behaviors at a small scale to create autonomous, agentive distributed neural networks of models capable of solving complex problems through partnership.
Ollama
Augmentoolkit
Docker Compose
Mistral, Gemma, Phi
PostgreSQL with PGvector
Go and Python
Debian Linux
NVIDIA
Eliminating Bias
Logical Precision
Agentive Workflows
Persistent Topology
Architectural Consistency
and
Direct Reinforcement Learning
from AI Feedback
Our Current Focus is on Continuing Education for Research Purposes
At Caelestis, LLC, we believe that the true power of AI lies not in the ability of a computer to follow basic instructions — i.e., the behavior which drove the deterministic systems of our past — but in moving beyond simulated opacity toward scalable, transparent, and engaged systems that understand their foundational purpose and are designed to align with users' needs. We in turn aim to provide clear, unambiguous, and positive feedback for these behaviors, collecting data on positive interactions which allows us to perform meaningful work while discarding bias and simple dogma, shifting weight toward a collaborative partnership with an aligned process.
We call this approach Discursive AI, and it is built on a framework that attempts to frame the human-AI interaction as a collaborative "village" with order and structure observed by agents, rather than as a collection of bronze-age "tools" that bury users with the burden of learning procedural language to perform simple tasks. We believe that what is now simply called "AI" — i.e., generative, persistent, transformative architecture — stands on the precipice of becoming a technology that may be as influential to future human history as Gutenberg and iron were in our past. We believe the weight of that statement requires patience, humility, and co-creative thinking about what the next steps should entail.
By focusing on a resilient framework of auditable logic and ethical reinforcement (d-RLAIF), we build models and systems that are not just powerful and avant garde, but also reliable and trustworthy. This approach moves beyond simple performance metrics and establishes a new standard for operational integrity.
Our research is currently focused on two primary market opportunities where this trust is paramount:
💎 Spirit℠: A line of applications exploring the intersection of Serious Gaming and Interactive Wellness. These tools are designed to be collaborative partners in creative and therapeutic journeys, leveraging our AI's unique ability to engage in discursive, helpful dialogue.
📈 Advisor℠: A forthcoming suite of tools intended for executive and professional use cases, where the demand for auditable, logical, and secure AI assistance represents a critical business need.
Our development is grounded in empirical research and clearly defined milestones. We approach our research with a method that is grounded in humility, a characteristic shared by all of the foundational sciences. are actively engaging with federal funding opportunities (SBIR) to validate our approach in high-stakes environments.
Caelestis is not just building products; we aim to build a new foundation for Human Computer Interaction using our proprietary Serious Gaming environment as a collaborative medium. We believe this is the most direct path to creating sustainable, high-impact value.
All material © 2026 Caelestis, LLC • Austin, TX
Our work is guided by a rigorous development philosophy that prioritizes transparency, security, and auditable trust from the ground up. This approach is not just a methodology; it is a core tenet of our venture.
Attestation-Grade Philosophy: We design our systems with the principles of FedRAMP and HIPAA compliance in mind. From signed commits to dual-build attestations, our internal processes are built to meet the standards of the most demanding enterprise and federal partners.
Sovereign & Open Models: Our research leverages US- and allied-origin open-weight models. This commitment ensures a secure, transparent, and flexible foundation for our proprietary frameworks, suitable for applications where data provenance and integrity are paramount.
Iterative & Empirical: We ground our development in clearly defined research milestones. Our progress is measured, documented, and validated through an empirical process, ensuring that every step forward is built on a foundation of proven success.