Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -1.00 Moderate negative 1.00 1.00 Business Technology
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.73 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -1.00 Moderate negative 0.80 1.00 3D printing technology
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
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