ND Use the Mikado Method to do safe changes in a complex codebase (understandlegacycode.com)
191 points by foenix 13 days ago | 85 comments on HN ~lite vlite-2.0
Summary ~lite
The article provides a structured method for making safe changes in complex codebases.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 609 HN snapshots · 141 evals
+1 0 −1 HN
Audit Trail 161 entries
2026-03-05 09:17 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-05 09:17 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-05 09:12 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-05 09:12 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-05 09:07 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-05 09:07 eval Evaluated by llama-3.3-70b-wai-psq: -0.04 (Neutral)
2026-03-04 08:09 eval_success Lite evaluated: Moderate negative (-0.50) - -
2026-03-04 08:09 eval Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) -0.55
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2026-03-04 08:09 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 07:49 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-04 07:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 07:49 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.46
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2026-03-04 07:35 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 07:35 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 07:35 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 07:06 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-04 07:06 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
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2026-03-04 07:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-04 06:57 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 06:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 06:57 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 05:51 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-04 05:51 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
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2026-03-04 05:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-04 05:48 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 05:48 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 05:48 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 05:43 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 05:43 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 05:43 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 05:07 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-04 05:07 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
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2026-03-04 04:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 04:24 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.02
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2026-03-04 04:19 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 04:15 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 03:48 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 03:45 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 03:09 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 03:06 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 02:24 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 02:22 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 01:48 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 01:48 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 01:42 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 01:11 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 01:03 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-04 00:33 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-04 00:22 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.02
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2026-03-03 23:52 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 23:40 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.05
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2026-03-03 23:14 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 23:04 eval Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
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2026-03-03 22:42 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 22:37 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 22:32 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 22:27 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 22:06 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 21:33 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
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2026-03-03 21:08 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 21:00 eval Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
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2026-03-03 20:34 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 20:23 eval Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
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2026-03-03 20:18 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 20:02 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 19:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 19:38 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.02
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2026-03-03 19:13 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 18:53 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.02
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2026-03-03 18:28 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 18:13 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 17:58 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 17:53 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 17:36 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 17:12 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 17:00 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 16:39 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 16:22 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 15:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 15:37 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.02
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2026-03-03 15:02 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.02
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2026-03-03 14:40 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 14:16 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 13:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 13:35 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 13:15 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 12:52 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 11:52 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 11:26 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 11:07 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 10:42 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 10:25 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 10:03 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 09:39 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 09:11 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 09:03 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 08:37 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 08:24 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 08:03 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 07:49 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 07:18 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 07:05 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 06:30 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 06:25 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 06:20 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 05:52 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 05:48 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 05:14 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 05:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 05:07 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 04:36 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 04:35 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 04:03 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 04:00 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 03:28 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 03:22 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 02:54 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 02:49 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 02:20 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 02:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 01:42 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 01:26 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 01:20 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 01:05 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 00:44 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 00:39 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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2026-03-03 00:24 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
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2026-03-03 00:19 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) +0.01
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2026-03-03 00:05 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.08
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2026-03-02 23:50 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
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2026-03-02 23:26 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
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2026-03-02 23:12 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
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2026-03-02 22:53 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
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2026-03-02 22:48 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.16
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2026-03-02 22:39 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) +0.04
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2026-03-02 22:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 22:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-02 21:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-02 21:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 21:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-02 21:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-02 20:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 20:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 20:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-02 19:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 19:46 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-02 19:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 19:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 19:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-02 18:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 18:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 17:55 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-02 16:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-03-02 16:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software development, no explicit human rights discussion
2026-03-02 16:45 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on coding
2026-03-02 15:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical blog post on software development, no explicit human rights discussion
2026-03-02 15:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog post on coding