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Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → |
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| Summary ~lite AI Learning Champions Discussion on using AI for learning and understanding new concepts
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
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Longitudinal
421 HN snapshots · 7 evals | |
Audit Trail
18 entries | 2026-03-14 22:36 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-14 22:36 |
eval
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Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00 | | | reasoning Discussion on using AI tools for learning and understanding new concepts | | 2026-03-14 22:36 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 0R | - - | | 2026-03-14 21:36 | eval_success | PSQ evaluated: g-PSQ=0.600 (3 dims) | - - | | 2026-03-14 21:36 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00 | | | 2026-03-14 21:21 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-14 21:21 |
eval
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Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00 | | | reasoning Discussion on using AI tools for learning and understanding new concepts | | 2026-03-14 21:21 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 0R | - - | | 2026-03-14 19:58 | eval_success | PSQ evaluated: g-PSQ=0.600 (3 dims) | - - | | 2026-03-14 19:58 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00 | | | 2026-03-14 19:53 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-14 19:53 |
eval
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Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00 | | | reasoning Discussion on using AI tools for learning and understanding new concepts | | 2026-03-14 19:53 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 0R | - - | | 2026-03-14 19:15 | eval_success | PSQ evaluated: g-PSQ=0.600 (3 dims) | - - | | 2026-03-14 19:15 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) | | | 2026-03-14 19:13 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-14 19:13 |
eval
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Evaluated by llama-4-scout-wai: 0.00 (Neutral) | | | reasoning Discussion on using AI tools for learning and understanding new concepts | | 2026-03-14 19:13 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 0R | - - | | |
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