[ Publications ]

Latest papers.

Technical reports and research notes on models, systems, and deployment—from founding charter through Quark.

Papers: 6
Latest: 2026-03-12
Area: Publications

Focus areas

Flagship reports

Origin, NextGen, and Quark system papers with full eval tables.

Research arc

Dated notes from 2022–2026 showing how the stack was built.

Publications

6 papers in this area

2026-03-12Publications

Quark — A Conversational Assistant Built on Origin and NextGen

Technical report on Quark — system design, training, routing, evaluation, and responsible deployment of IdonAI’s primary assistant product.

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2026-02-18Publications

NextGen — Technical Report on Architecture, Training, and Evaluation

Full technical report on NextGen and Origin — architecture, training stack, Gemini-competitive benchmarks, ablations, scaling, and deployment considerations.

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2025-06-12Publications

Distilling NextGen into Origin — Quality without Latency Tax

Task-selective distillation that lifts Origin’s coding and MMLU scores while preserving Flash-tier serving.

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2024-11-21Publications

Quark Routing Prototype — Dual-Model Assistant Control Plane

First Quark router design: features, policies, cascade mode, and cost–quality tradeoffs before public launch.

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2023-11-16Publications

Origin — Technical Report on IdonAI's Fast Production Model

Full technical report on Origin: architecture, training pipeline, Flash-class benchmark suite, serving infrastructure, distillation methodology, safety interfaces, ablation study, and known limitations.

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2022-04-12Publications

IdonAI Research Charter — Capability, Safety, and Longevity

Founding research principles governing what IdonAI optimizes for, what we refuse to optimize for, and how experiments compound into production systems that serve users without harming them.

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[ Research ]

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