Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 +0.20 Mild positive 0.80 -0.20 Software Design
@cf/meta/llama-4-scout-17b-16e-instruct lite -1.00 -0.20 Strong negative 1.00 -0.89 Software Design
Section @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 @cf/meta/llama-4-scout-17b-16e-instruct 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
ND Simplifying Application Architecture with Modular Design and MIM (codingfox.net.pl)
42 points by codingfox 2 days ago | 5 comments on HN ~lite vlite-2.0
Summary ~lite
Technical article on software design with a clear, respectful tone and transparent author information.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 353 HN snapshots · 97 evals
+1 0 −1 HN
Audit Trail 117 entries
2026-03-05 06:11 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 06:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 06:09 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-05 06:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-05 06:05 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-05 06:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.44 (Moderate positive)
2026-03-04 19:04 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-04 19:04 model_divergence Cross-model spread 0.78 exceeds threshold (2 models) - -
2026-03-04 19:04 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 19:04 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 18:33 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 18:33 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 18:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 18:28 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 18:28 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 18:28 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 18:04 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-04 18:04 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 18:04 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 17:59 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-04 17:59 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 17:59 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 17:05 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 17:05 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 17:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 16:30 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-04 16:30 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 16:30 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 16:26 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-04 16:26 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 16:26 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 16:13 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 15:39 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 15:31 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 15:26 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 15:05 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 15:00 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 14:47 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 14:20 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.20
reasoning
Technical post on software design
2026-03-04 14:07 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 13:40 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.20
reasoning
Technical post on software design
2026-03-04 13:28 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 13:08 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 13:03 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 12:54 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 12:49 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 12:22 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.20
reasoning
Technical post on software design
2026-03-04 12:06 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 12:01 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 11:44 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 11:39 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.20
reasoning
Technical post on software design
2026-03-04 11:15 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 10:54 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 10:31 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 10:26 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 10:15 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Technical post on software design
2026-03-04 09:51 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 09:36 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.20
reasoning
Technical post on software design
2026-03-04 09:11 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 09:04 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 09:00 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.20
reasoning
Technical post on software design
2026-03-04 08:23 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 08:20 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.20
reasoning
Technical post on software design
2026-03-04 07:54 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) -0.76
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 07:52 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.15
reasoning
Technical post on software design
2026-03-04 07:14 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 07:11 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 06:08 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 06:05 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 05:30 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 05:22 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 04:40 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 04:34 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 04:29 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 04:05 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 03:56 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 03:28 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 03:17 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 02:54 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 02:49 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 02:37 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 02:09 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 02:03 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 01:27 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 01:21 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 00:51 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 00:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 00:45 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-04 00:08 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 00:08 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 23:25 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 23:25 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 23:20 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 22:54 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 22:48 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 22:42 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 22:27 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 22:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 22:07 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 21:35 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 21:09 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 21:04 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 20:32 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 20:27 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 20:22 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 20:00 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 19:55 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 19:42 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 19:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 19:03 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 18:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 18:20 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 18:17 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 17:47 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 17:45 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical post on software design
2026-03-03 17:42 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 17:40 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
reasoning
Technical post on software design