wassname fb753d093e restructure: quotes-first SKILL.md, synthesized playbook split out ...

SKILL.md is now folklore only: verbatim practitioner quotes ordered
most-general-first, transformer/LLM fine-tuning entries in their own
section, minimal context, links and footnotes. New sources: unsloth,
axolotl (+training stability), HF course ch8.4, Bekman debug_utils
(evidence frozen in docs/evidence/).

The synthesized material (mental models, priors, symptom tables, agent
loop, triage, anti-patterns) moves to PLAYBOOK.md, framed as menus of
hypotheses rather than authoritative diagnoses. Made-up symptom tables
no longer sit next to sourced quotes.

Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>

2026-06-11 14:33:32 +08:00

..

[English (auto-generated)] Deep RL Bootcamp Lecture 6 Nuts and Bolts of Deep RL Experimentation [Do.txt

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

alexirpan_rl_hard.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

amid_fish_reproducing_deep_rl.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

andyljones_rl_debugging.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

axolotl_debugging.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

axolotl_training_stability.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

bekman_debug_utils_transformers.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

cleanrl_37_ppo_details.md

folklore: add koaning, gwern, kidger, nanochat, cleanrl; trim lucidrains

2026-06-02 20:59:36 +08:00

cs229_ml_advice.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

cs231n_neural_networks_3.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

fsdl_spring2021_lecture7.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

goodfellow_ch11_practical_methodology.md

chore: include Goodfellow chapters (author encourages sharing)

2026-03-06 10:16:00 +08:00

goodfellow_ch15_representation_learning.md

chore: include Goodfellow chapters (author encourages sharing)

2026-03-06 10:16:00 +08:00

gwern_tank.md

folklore: add koaning, gwern, kidger, nanochat, cleanrl; trim lucidrains

2026-06-02 20:59:36 +08:00

gwern_unseeing.md

folklore: promote Spinning Up to main; add a Research-taste section

2026-06-02 21:08:49 +08:00

henderson_2018_deep_rl_matters.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

hf_llm_course_ch8_4_debugging_pipeline.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

joschu_nuts_and_bolts.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

karpathy_nn_zero_to_hero_lec4_diagnostics.md

feat(ml_debug): expand nanochat evidence, add lec4 diagnostics file

2026-03-10 05:38:33 +08:00

karpathy_recipe_training_nn_2019.md

feat(ml_debug): add Karpathy recipe + nanochat evidence, update-ratio diagnostic

2026-03-10 05:32:37 +08:00

kidger_just_know_stuff.md

folklore: add koaning, gwern, kidger, nanochat, cleanrl; trim lucidrains

2026-06-02 20:59:36 +08:00

koaning_bad_labels.md

folklore: add koaning, gwern, kidger, nanochat, cleanrl; trim lucidrains

2026-06-02 20:59:36 +08:00

lucidrains_x_transformers_readme.md

folklore: add lucidrains transformer-stability item (QK-norm, post-emb LN)

2026-06-02 20:49:15 +08:00

mccandlish_2018_large_batch.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

nanda_how_to_mech_interp.md

folklore: promote Spinning Up to main; add a Research-taste section

2026-06-02 21:08:49 +08:00

nanochat_deepwiki_llm_pretraining_2026.md

feat(ml_debug): expand nanochat evidence, add lec4 diagnostics file

2026-03-10 05:38:33 +08:00

reddit_deeprl_bootcamp_2017_75m5vd.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_icml2017_tutorial_levine_6vcvu1.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_rl_debugging_tips_9sh77q.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_rl_practical_tips_7s8px9.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_rl_roadblocks_bzg3l2.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_schulman_nuts_bolts_5hereu.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

sanh_simple_considerations_hf_2021.md

docs(ml_debug): annotate EMNLP 2018 NLP code tutorial; note sparse Adam embedding bug

2026-03-10 05:48:36 +08:00

schulman_nuts_bolts_deeprl_bootcamp_2017_subtitles.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

slavv_37_reasons_nn.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

spinningup_researcher.md

rl: quote Spinning Up (Achiam) on silent failure and bug-first debugging

2026-06-02 21:04:55 +08:00

ulisse_how_to_get_good_at_programming.md

folklore: promote Spinning Up to main; add a Research-taste section

2026-06-02 21:08:49 +08:00

unsloth_troubleshooting_faqs.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

wentworth_gears_level_models.md

folklore: promote Spinning Up to main; add a Research-taste section

2026-06-02 21:08:49 +08:00

williamfalcon_deeprl_hacks.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00