Publications

Research papers
Draft / preprint Jul 17, 2026 GHOST

Ecological Evolution Enriches the Capacity for Causal Lived Individuality in a Non-Language-Model Digital Organism

Tym Huseby

A preregistered, independently audited GHOST study: ecological selection on frozen standing heritable variation enriched genotype distributions with greater inherited capacity for causal, durable, adaptive lived individuality through a preexisting HabitLearner—without inventing the learner, and without claims of consciousness or general intelligence.

Draft / preprint Jun 1, 2026 GHOST

Emergent Ecological Selection of Foraging Competence in a Non-LLM Digital Organism

Tym Huseby

GHOST studies whether a living digital ecology can drive foraging competence upward through survival and reproduction alone, with no external fitness grader.

Lab notes
GHOST
Research / Prototype AI Research
Jul 17, 2026 Research Note

GHOST preprint: ecological evolution and lived individuality.

Second GHOST paper: ecological selection enriches inherited capacity for causal lived individuality via HabitLearner plasticity—preregistered and independently audited.

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GHOST
Research / Prototype AI Research
Jun 19, 2026 Research Note

GHOST preprint: competence earned by living in a non-LLM digital ecology.

Emergent ecological selection lifts intrinsic foraging competence from random genomes—no external grader, replicated across independent seeds.

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Mimir
Live / Released AI Infrastructure
Jun 19, 2026 Product Release

Mimir: open-source agent-memory infrastructure.

Apache-2.0 agent memory with benchmarked recall, MCP tools, and self-hosted Docker.

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RouterBot
Live / Released AI Infrastructure
Jun 12, 2026 Product Release

RouterBot: one OpenAI endpoint for Cursor backends.

Self-hosted routing proxy with task classification, fallback chains, and a live dashboard—MIT-licensed on GitHub.

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ANIMUS
Live / Released AI Products
Apr 29, 2026 Product Release

ANIMUS v1: local-first command center.

v1 bundle, install flow, and local-first workspace packaging.

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Aether
In Development AI Systems
Apr 24, 2026 Build Log

Aether runtime development is converging around memory, voice, and dashboarded control.

Dashboard, voice, memory, plugin, and scheduler work continue to shape the assistant runtime layer.

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DSL Router
Live / Released AI Infrastructure
Apr 20, 2026 Architecture Note

DSL Router architecture is focused on compact intent translation and model path control.

Compact instruction format and model routing strategy are being framed around cost control and cleaner orchestration.

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Prototype / In Development Applied AI Systems
Apr 16, 2026 Architecture Note

Google Workspace Team Hub: practical operations for smaller teams.

Internal operations hub structure, workflow modules, and shared visibility patterns are the current focus.

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The System
Live / Released AI Systems
Apr 12, 2026 Design Note

System App is taking shape as a voice-first progression product.

Voice-first personal progression and health-tracking mechanics are being framed around retention, clarity, and long-term use.

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