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Reorder around what's durable, per wassname's curation: - human-written intro up top; rename to "wassname's ML Debugging Folklore" - mindset first: calibrate -> mental models -> Part 1 general tricks (kept, they're well-based) -> read a working implementation when stuck - a Folklore section built from verbatim, source-checked quotes (Jones, Rahtz, Karpathy, Schulman, Henderson, Irpan, CS231n, Slavv, Goodfellow), each footnoted to the canonical URL + the cached copy with line numbers - LLM-agent babysitting (debugging loop, triage menu, anti-patterns) moved to the bottom where it belongs; triage reframed as a menu, not a flowchart - deeper one-off tricks split to refs/ (loss_surface, metric_stuck, sweeps), scrubbed of private tooling (wandb/just/SI/personal scripts) Quote integrity: every quote independently verified by fresh-eyes subagents against the cached sources; fixed a reformatted Schulman slide, a truncated Jones sentence, a reversed-order Rahtz stitch, a falsely-quoted Slavv phrase, and the 3e-4 line (now the real tweet, framed as the joke Karpathy confirmed it was, not gospel). lr_scheduler anti-pattern nuanced (warmup/cyclic matter). Remove superseded SKILL2.md draft. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>