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Code Sharing at Scale in Python Monorepos with a Single Version Policy
How structuring internal modules as installable packages in a monorepo enables controlled code reuse across many containers — while keeping images lean and dependency management centralized.
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Why your next visual quality inspection system will be training-free
Why visual inspection should rely on approaches that do not require images of defective products for training.
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Continual Learning - The Missing Piece of AGI
A new definition of AGI highlights what's still missing — the ability to learn continually — and why its absence makes predicting AGI's arrival impossible.
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Scrappiness Incentivizes Sloppiness - Why Lean Thinking and Debt Management Build Better Products
Scrappiness is often mistaken for agility, but in practice it breeds unmanaged debt; a lean, debt-aware mindset achieves speed without sacrificing integrity.
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When Bayesian Uncertainty Becomes Memory - A Path to Continual Learning
By inverting uncertainty into density, a model can recreate its own past and learn continuously without explicit replay buffers.