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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.
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Why an MSE Loss Might Make Your Self-Driving Car Crash
This article explains why using MSE to train steering angle prediction can be a recipe for disaster.
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On Anthropomorphizing Token Traces
My thoughts on the paper 'Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces!'