2-Do List — Day 33 | AI Education Project

Drop AI.tar
Confirm vnu clean and check_tree -a clean going in
First-pass reread of Parts 01–06 — do this first, before anything else. Flag thin spots per part: where depth, description, or a teaching example/numbered breakdown (e.g. Training Pipeline style) would help

Primary — How AI Actually Works Series, Round 2

Expand Parts 01–06 for depth — using the reread findings, add fuller explanations, teaching examples, or numbered step breakdowns where each part runs thin. Training Pipeline breakdown (raw data collection → cleaning → tokenization → pre-training → fine-tuning → RLHF → eval/safety → deployment) is the model for this — likely lands as an expanded section in Part 3 (Data & Training)
Add target to inner-page links — confirm intent: outbound links from the series to TMA/deep-dive/learning pages should open in a new tab so readers don't lose their place mid-series (same pattern as the external AI tool links)
Review nav & breadcrumbs on ai-stack pages — confirm the breadcrumb trail on each part renders correctly (Home › How AI Actually Works › Part N), consistent with the Day 30 Template A–D system — not just that the .breadcrumb class is present

Parking Lot

Day 31 2DO gap — project-diary.html links to a 2DO-LIST-DAY31.html that never existed. Decide: retarget link to 2DO-LIST-DAY32.html, or reconstruct a Day 31 2DO
Possible third AI-NEW.html card — Episodes or Building in Public may eventually earn their own spotlight card as those sections grow
TMA breadcrumbs — 15 files, Template E (TMA/AI/) and Template F (TMA/LLM/)
Site-wide consistent footer
collaboration/lessons-learned.html — Days 11–32 unrecorded. Writing session, needs reflective headspace

Standing Close Protocol

vnu all modified files
Run check_tree -a — confirm clean
Remove any ~ backup files
Diary entry for Day 33
2DO list for Day 34
Tars: tar czf AI.tar AI/ tar czf EXPANDED.tar EXPANDED/ tar czf CMDS.tar CMDS/

Completed — Day 32

Confirmed How AI Actually Works series (Parts 1–7 + index) fully built and validated
Removed duplicate orphan how-ai-works-index.html
Split Quick Access external links into new resources/external-ai-tools.html page
Added two new nav-cards to AI-NEW.html, rebalanced grid 6→8
Fixed malformed href in project-diary.html (missing closing quote) — broken links 1→0
Confirmed biomes/ orphan report was correct, not a tooling bug

Completed — Days 1–31

Breadcrumb navigation — 4 templates, 32 files across deep-dive, learning, resources
deep-dive/cli-tools/ subdir — 11 tool pages relocated, symlink in place
CLI tool nav bar, AI Log Analysis series, AI-NEW.html spotlight
Audit sprint: 104 orphans → 0, 34+ broken links → 0
LearnLinux worklist: 46 of 46 items complete
How AI Actually Works series — Parts 1–7 + index, complete and validated

2-Do List — Day 33