Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.40 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 No human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.50 0.00 None
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND Full-Stack Dev's Internal Thought Process (www.youtube.com)
10 points by OhMeadhbh 13 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