Projects & research

A portfolio with visible maturity boundaries.

This index separates what has been built and evaluated from research underway and directions that remain architectural exploration. It is designed to make the state of the work legible.

Built platform

Engineering work with completed controlled evaluation.

Completed evaluation is not a claim of production readiness or real-world performance.

Built & evaluated

ARMIE Retrieval Platform

Modular retrieval research and engineering across dense, sparse, hybrid and graph retrieval, fusion, reranking, planning, evidence, validation, audit, conversation context and evaluation.

Current focusDataset realism and benchmark robustness.

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Research in progress

Architecture questions being developed, not released products.

These directions have defined intentions and constraints; their practical viability remains an open research question.

Architecture research

Personal AI Superbrain

A direction for traceable personal long-term memory retrieval across events, time, people, documents and other evidence.

Testing nextMemory representation, provenance and retrieval boundaries.

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Exploration direction

Product and research exploration with explicit non-claims.

Lifecycle and evaluation ideas exist; a local runnable prototype does not yet.

Concept & framework

Sovereign Companion Runtime

A local-first, model-replaceable and portable runtime concept for long-term AI relationships, designed without dependency-driven interaction patterns.

Testing nextLocal runtime feasibility and lifecycle evaluation.

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A shared discipline

Every direction needs a useful question, clear limits and a way to inspect the evidence.

Read our method ↗