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Learn why AI hallucinates and how measurement catches it. Playable physics with computed black holes, a real broken benchmark, and GPT-5.6 as the map-maker, never the referee.
What if Notability ate an agentic harness and was totally FOSS? TuberNotes is it, leveraging your OpenAI sub a-la-opencode to give you free* frotier level AI tutoring without disrupting your work.
Lumi is a trusted, multimodal learning companion. She sees learning materials, asks purposeful questions, adapts to misconceptions, and turns ideas into a structured visual explanation in Lumi Lab.
The platform is suitable for after-school care centers and it solves the problem of staff shortages.
