Modern Coding & AI Era
The leverage moved from syntax velocity to system-level thinking. Models speed execution; fundamentals preserve correctness.
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Post-Code
High-signal notes on coding fundamentals, architecture, and mathematics foundation.
Software Architecture Core
Architecture is the constraint system for reliability, costs, and long-term maintainability across every implementation detail.
Mathematics Foundation
Complexity, vectors, statistics, and proofs remain core in the post-code era.
\[
\mathcal{L}(\theta)=\frac{1}{n}\sum_{i=1}^{n}\left(y_i-f_{\theta}(x_i)\right)^2
\]
\[
\theta_j \leftarrow \theta_j-\alpha\frac{\partial \mathcal{L}}{\partial \theta_j}
\]
Good Advice
Use AI for acceleration, not substitution. Validate generated code with tests, reason from first principles, and keep a math-first mindset for long-term quality.
AGI Age Relevance
Time-resistant value: formal reasoning, architecture judgment, and ability to evaluate generated systems critically.