ND Full-Stack Dev's Internal Thought Process (www.youtube.com)
10 points by OhMeadhbh 12 hours ago | 1 comments on HN ~lite vlite-2.0
Summary ~lite
A technical video about a full-stack developer's internal thought process with no clear threats or hostile language.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 19 HN snapshots · 18 evals
+1 0 −1 HN
Audit Trail 38 entries
2026-03-05 08:41 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-05 08:41 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-05 07:47 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-05 07:47 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 04:58 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-05 04:58 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-05 04:53 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-05 04:53 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-05 04:43 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-05 04:43 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 04:38 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - -
2026-03-05 04:38 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-05 04:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 04:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
YouTube page with no rights discussion
2026-03-05 04:15 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 03:58 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 03:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
YouTube video page, no explicit rights discussion, low transparency
2026-03-05 03:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 03:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
YouTube page with no rights discussion
2026-03-05 03:42 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 03:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 03:11 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-05 03:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
YouTube video page, no explicit rights discussion, low transparency
2026-03-05 03:06 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 03:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
YouTube video page, no explicit rights discussion, low transparency
2026-03-05 03:01 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 03:01 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 03:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
YouTube page with no rights discussion
2026-03-05 02:55 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 02:55 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
YouTube page with no rights discussion
2026-03-05 02:55 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-05 02:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 02:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
YouTube video page, no explicit rights discussion, low transparency
2026-03-05 02:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-05 02:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
YouTube video page, no explicit rights discussion, low transparency
2026-03-05 02:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
YouTube page with no rights discussion
2026-03-05 01:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
YouTube video page, no explicit rights discussion, low transparency
2026-03-05 01:42 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
YouTube page with no rights discussion