ND Beej's Guide to Learning Computer Science (beej.us)
415 points by amruthreddi 97 days ago | 139 comments on HN ~lite vlite-2.0
Summary ~lite
A welcoming guide to learning computer science with an open invitation for feedback.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 15 entries
2026-03-05 11:02 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 11:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 10:57 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 10:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 10:48 eval_success PSQ evaluated: g-PSQ=0.400 (3 dims) - -
2026-03-05 10:48 eval Evaluated by llama-3.3-70b-wai-psq: +0.40 (Moderate positive)
2026-03-03 08:48 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 08:48 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Educational resource, no explicit rights discussion, embodies access to knowledge
2026-03-03 08:48 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 08:42 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 08:42 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral)
reasoning
Educational resource, no explicit rights discussion, embodies access to knowledge
2026-03-03 08:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 08:41 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 08:41 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral)
reasoning
Educational resource with open access
2026-03-03 08:41 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -