A reusable Python template for academic control-systems research, organised around a general state-space plant abstraction (x' = f(x, u)), designed for AI-assisted collaboration (Claude Code / any ...
The model follows a solve-or-simulate approach for recurrence relation analysis. It classifies a recurrence, applies symbolic solving where supported, verifies symbolic outputs using generated terms, ...
Then I read LinAlg-Bench: 10 frontier models tested across 3x3, 4x4 and 5x5 matrices, 9 task types, 660 SymPy-certified problems. Accuracy collapses as dimensions grow. The models don't compute — they ...
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