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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.
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Technology Readiness Debt – Building Before the Future Arrives
Technology Readiness Debt (TRD) is the gap between today's imperfect technology and tomorrow's vision — a strategic debt you carry to learn early, but one that only R&D can repay on your terms.
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Smart Debt Management - The Key to Fast MVP Iteration
MVPs validate ideas fast, but unmanaged debt — technical, strategic, or feature — can stall iteration. Success lies in balancing speed with conscious debt management.