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Author SHA1 Message Date
wassname 463c8fdbbc fix: apply Gemini review fixes (device kwarg, gradcheck requires_grad, torch prefix) 
Review: Gemini 3.1 Pro approved. 3 fixes applied:
- pinn/SKILL.md: PchipFunction torch.tensor missing device=h.device (GPU crash)
- SKILL.md: gradcheck needs .requires_grad_(True) on doubled inputs
- SKILL.md: loss surface pseudocode now has torch. prefix + indexing='ij'
 2026-03-06 12:15:37 +08:00
wassname 2db012dd2c docs(pinn): add Wang 2021 and Rathore 2024 evidence files 2026-03-06 12:12:51 +08:00
wassname a90624b36d feat(pinn): add pinn/ sub-skill with SKILL.md and evidence 
SKILL.md: 478-line PINN training best practices (complexity ladder,
nondim, architecture, optimization, loss design, sampling, property
mappings, ConFIG, domain decomposition).

docs/evidence/: 6 files -- krishnapriyan2021, sukumar2022, wang2022
causal, wang2022+2023 expert guides, Brunton youtube transcripts.

Missing evidence (to fetch): Wang 2001.04536 (gradient pathologies),
Rathore 2402.01868 (ICML loss landscape).

Author: wassname (https://github.com/wassname)
 2026-03-06 11:48:41 +08:00