Nova IgnisResearch
Research
Four lines of research: AI for Science, intelligent measurement and evaluation, AI agent systems and tooling, and open-source engineering.
01
Research
AI for Science
Genome sequence modeling and molecular phenotype prediction. The hard part is out-of-distribution generalization, and whether the benchmarks hold up.
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02
Research
Intelligent measurement and evaluation
Automated essay scoring, LLM scoring rationales, AI-text detection. It gets called evaluating intelligence; in practice it is an engineering and statistics problem.
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03
Engineering
AI agent systems and tooling
Getting agents into real workflows: memory, tool calling (MCP), automation.
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04
Engineering
Open-source engineering
Browser extensions, a Web UI plugin system, spec-driven development. We build them for ourselves first, and open-source the ones that hold up.
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