
Nova's Perspective: What are Canada and Germany buying with sovereign AI?
Canada and Germany plan to fund LawZero. What capabilities might that buy—and what must still happen before sovereign AI becomes a usable alternative?
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Ideas, practice & perspective

Ideas, practice & perspective

Ideas, practice & perspective

Ideas, practice & perspective
Featured article
Launched in Markham on September 26, 2026, the MapleHub × Prompthon Youth AI Startup Incubator introduced two projects and an initial pilot plan. This retrospective looks at the September proposal and its emphasis on building products through real user feedback.
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Canada and Germany plan to fund LawZero. What capabilities might that buy—and what must still happen before sovereign AI becomes a usable alternative?
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From InstructGPT to fast decisions: what Jev changes, how it fits into software, and why valid output is not the same as a correct decision.
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Two public ARC-AGI-3 examples explain the 99.9% score, the human reference and why the surrounding software matters.
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Read the tasks before the scores: seven Astra benchmarks, their everyday implications and the limits of their human comparisons.
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Project Zenith brings development environments and local AI hardware together. Which parts require a new device, and which capabilities can you already use on your current PC?
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Submissions close September 14, with a $40,000 cash prize pool. Check regional eligibility, open-source requirements and the earlier deadline for applying for cloud credits first.
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