ND You have to earn your calculator (matthiasplappert.com)
8 points by sherlock_h 5 days ago | 2 comments on HN ~lite vlite-2.0
Summary ~lite
The author reflects on the value of hands-on learning and earning the right to use powerful tools like calculators and LLMs.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 7 HN snapshots · 22 evals
+1 0 −1 HN
Audit Trail 42 entries
2026-03-18 22:07 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 22:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 21:50 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 21:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 21:50 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 20:53 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 20:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 20:36 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 20:36 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 20:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 15:57 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 15:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 15:54 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 15:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 15:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 14:44 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 14:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 14:30 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 14:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 14:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 14:07 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 14:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 13:54 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 13:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 13:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 13:29 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 13:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 13:17 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 13:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 13:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 12:51 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 12:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 12:40 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-18 12:40 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 12:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 12:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 11:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 11:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 10:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 10:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion
2026-03-18 10:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-18 10:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Blog post on the importance of manual work in learning, no explicit human rights discussion