Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.60 Mild negative 1.00 0.60 Technology Education
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.73 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Education Technology
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @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
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
0.00 AI tools are making me lose interest in CS fundamentals
98 points by Tim25659 8 days ago | 92 comments on HN | Mild negative ~lite vlite-1.6
Summary ~lite Technology Education Neutral
Discussion on importance of CS fundamentals with AI tools
EQ 0.50
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 1292 HN snapshots · 90 evals
+1 0 −1 HN
Audit Trail 110 entries
2026-03-18 01:20 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-18 01:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-18 01:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 00:43 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-18 00:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 23:59 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-17 23:59 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 23:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 23:02 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-17 23:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 22:43 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-17 22:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 22:43 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 21:48 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-17 21:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 21:27 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-17 21:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 21:27 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 20:29 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-17 20:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 20:12 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-17 20:12 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 20:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 19:18 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-17 19:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 19:01 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-17 19:01 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 19:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 10:46 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-17 10:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 10:36 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-17 10:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 10:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 10:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 09:58 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 09:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 09:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 08:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 08:42 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 08:07 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 07:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 07:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 06:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 06:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 06:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 06:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 05:47 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 05:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 05:10 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 04:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 04:34 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.24
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 04:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 03:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 03:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 03:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.24
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 01:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-17 00:55 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-17 00:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.49 (Moderate positive)
2026-03-17 00:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
CS fundamentals discussion
2026-03-16 23:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 23:14 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 21:51 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 21:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 20:29 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 19:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 18:41 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 18:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 17:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 16:49 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 16:31 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 16:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 15:53 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 15:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 15:19 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.24
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 14:58 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 14:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.24
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 14:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 14:10 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 13:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 13:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 13:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 12:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 12:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 12:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 11:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 11:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 11:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 11:10 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 10:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 10:33 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 10:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 09:54 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 09:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 09:16 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 08:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 08:37 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 08:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 07:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 07:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 07:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.24
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 06:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 06:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 06:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 06:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.24
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 05:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 05:37 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.24
reasoning
Discussion on CS fundamentals, no explicit human rights discussion
2026-03-16 05:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-16 05:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Discussion on CS fundamentals, no explicit human rights discussion