0.00 Invisalign Became the Biggest User of 3D Printers (www.wired.com)
179 points by mikhael 9 days ago | 129 comments on HN | Moderate negative ~lite vlite-1.6
Summary ~lite Business Technology Neutral
Article about Invisalign's 3D printing technology use.
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 588 HN snapshots · 87 evals
+1 0 −1 HN
Audit Trail 107 entries
2026-03-23 03:12 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-23 03:12 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-23 03:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-23 03:05 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 03:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 02:10 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-23 02:10 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-23 02:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-23 01:43 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 01:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 01:01 eval_success Lite evaluated: Mild negative (-0.27) - -
2026-03-23 01:01 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-23 01:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-22 23:52 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 23:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 23:18 eval_success Lite evaluated: Mild negative (-0.27) - -
2026-03-22 23:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-22 23:18 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 22:36 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 22:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-22 22:08 eval_success Lite evaluated: Mild negative (-0.27) - -
2026-03-22 22:08 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 22:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-22 21:20 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-22 21:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-22 20:54 eval_success Lite evaluated: Mild negative (-0.27) - -
2026-03-22 20:54 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 20:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-22 20:05 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 20:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 19:38 eval_success Lite evaluated: Mild negative (-0.27) - -
2026-03-22 19:38 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) +0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 19:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-22 18:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 18:28 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 18:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 17:46 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 17:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 17:11 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 16:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 16:35 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 16:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 15:59 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 15:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 15:24 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) +0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 15:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 14:49 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 14:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 14:14 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 13:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 13:39 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) +0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 13:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 13:04 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 12:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 12:26 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 12:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 11:51 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 11:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 11:16 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 10:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 10:41 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) +0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 10:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 10:06 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 09:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 09:28 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 09:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 08:51 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) +0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 08:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 08:15 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.14
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 07:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-22 07:39 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 07:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-22 07:04 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 06:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 06:26 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 06:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 05:48 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 05:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 05:11 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 04:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 04:36 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 04:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 03:59 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 03:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 03:24 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 03:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 02:45 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 01:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 01:42 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 00:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 00:38 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-22 00:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive)
2026-03-22 00:03 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative)
reasoning
Technical content, zero rights discussion
2026-03-21 23:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 22:59 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-21 21:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 21:45 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-21 21:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 21:10 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-21 20:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 19:57 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-21 19:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 19:17 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-21 18:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 18:39 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative) 0.00
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat
2026-03-21 18:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-21 18:01 eval Evaluated by llama-4-scout-wai: -0.27 (Mild negative)
reasoning
The article discusses Invisalign's use of 3D printing technology, focusing on its business and technological aspects rat