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