Research papers & design documents
The thinking behind the architecture.
Eidolon's design rests on a small library of internal research and architecture documents. Some are public; others are shared with design partners under NDA. This page lists the public ones and points at where to ask for the rest.
Public papers
Public release in progress. We are preparing a redacted public set of the design and methodology papers. Until that's published here, contact us via the contact page for individual papers — particularly the cradle-to-grave roadmap, the ascending-twin principle, the confidence-and-probabilistic-reasoning framework, and the prompt engineering framework.
Topics covered
- Unified architecture — how one twin engine powers eleven products without a tenant-id-column hack.
- Confidence and probabilistic reasoning — why every belief carries a calibrated score, and how that score is derived.
- The cradle-to-grave roadmap — the integration plan for the four pillars (Knowledge, Reasoning, Pedagogical Intelligence, Constraint Framework).
- The ascending-twin principle — the public version is here.
- LLM abstraction and routing — how Eidolon stays independent of any one model vendor.
- Prompt engineering framework — disciplined extraction and reasoning, the way the twin's beliefs are kept non-noisy.
- Methodology & executable phases — the backbone of the Research and University products.
Academic collaboration
If you're a researcher (especially in HCI, applied ML, digital health, or longitudinal pedagogy) and want to work on a paper together, write to us via the contact page. Eidolon Research itself is built around the same teaching-platform principles — see the Research product page.