Add CLAUDE.md: architecture, core interface, and dev conventions for AI assistants - #1
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…AI assistants Points to README.md and ROADMAP.md as the primary sources (both already extensively self-documenting) and adds what they don't spell out for an assistant working in the codebase: the Problem/OptimizeResult/Solver interface, the ALL_SOLVERS registry and why some solvers are excluded from it, JAX float64/jit_f ordering gotchas, the viz/theme.py color-palette conventions, and the repo's "verify by actually running it" norm.
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Points to README.md and ROADMAP.md as the primary sources (both already
extensively self-documenting) and adds what they don't spell out for an
assistant working in the codebase: the Problem/OptimizeResult/Solver
interface, the ALL_SOLVERS registry and why some solvers are excluded from
it, JAX float64/jit_f ordering gotchas, the viz/theme.py color-palette
conventions, and the repo's "verify by actually running it" norm.