Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.60 ND Moderate negative 0.80 0.00 Technology Critique
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.60 ND Strong positive 0.90 0.00 Systemic Critique
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
-0.60 This System Can Go Fuck Itself and Burn in Hell (shawnfromportland.substack.com)
93 points by SirensOfTitan 23 hours ago | 61 comments on HN | Moderate negative ~lite vlite-1.4
Summary ~lite Technology Critique Undermines
The author expresses frustration and hostility towards the current state of AI development.
EQ 0.20
SO 0.30
TD 0.40
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 28 HN snapshots · 64 evals
+1 0 −1 HN
Audit Trail 84 entries
2026-03-02 18:52 model_divergence Cross-model spread 1.20 exceeds threshold (2 models) - -
2026-03-02 18:52 eval_success Lite evaluated: Moderate negative (-0.60) - -
2026-03-02 18:52 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 18:47 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 18:47 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 18:42 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 18:42 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 17:27 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 17:27 model_divergence Cross-model spread 1.20 exceeds threshold (2 models) - -
2026-03-02 17:27 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 16:30 eval_success Lite evaluated: Moderate negative (-0.60) - -
2026-03-02 16:30 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 16:09 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 16:09 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 15:49 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-02 14:05 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 14:05 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 14:05 model_divergence Cross-model spread 1.20 exceeds threshold (2 models) - -
2026-03-02 13:44 eval_success Lite evaluated: Moderate negative (-0.60) - -
2026-03-02 13:44 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 13:39 eval_success Lite evaluated: Moderate negative (-0.60) - -
2026-03-02 13:39 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 13:17 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 13:17 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 12:59 eval_success Lite evaluated: Moderate negative (-0.60) - -
2026-03-02 12:59 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 12:28 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 12:28 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 12:12 eval_success Lite evaluated: Moderate negative (-0.60) - -
2026-03-02 12:12 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 11:56 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 11:56 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 11:51 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 11:51 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 11:36 eval_success Lite evaluated: Moderate negative (-0.60) - -
2026-03-02 11:36 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 11:10 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 10:58 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 10:22 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 10:09 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 09:42 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 09:26 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 08:57 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 08:52 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 08:47 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 08:32 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 08:04 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 07:51 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 07:44 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 07:16 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 07:05 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 06:40 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 06:19 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 06:02 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 05:45 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 05:21 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 05:05 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 04:46 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 04:26 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 04:02 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 03:42 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 03:37 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 03:17 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 03:12 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 02:51 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 02:38 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 02:15 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 02:10 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 01:51 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 01:47 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 01:15 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 01:09 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 01:05 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-02 00:30 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-02 00:25 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-01 23:35 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-01 23:30 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-01 22:50 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-01 22:41 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-01 22:36 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-01 22:06 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) 0.00
reasoning
Editorial stance appears to be implicitly hostile
2026-03-01 22:01 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial anti-system stance
2026-03-01 21:15 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative)
reasoning
Editorial stance appears to be implicitly hostile
2026-03-01 21:13 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive)
reasoning
Editorial anti-system stance