This System Can Go Fuck Itself and Burn in Hell — Pending | HRO

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Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND claude-haiku-4-5 lite +0.04 @cf/meta/llama-4-scout-17b-16e-instruct lite -0.60 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.60 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	This System Can Go Fuck Itself and Burn in Hell (shawnfromportland.substack.com)
	98 points by SirensOfTitan 6 days ago \| 80 comments on HN ~lite vlite-2.0

Summary ~lite

Article discusses AI and its implications with a tone of frustration and anger.

Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 28 HN snapshots · 67 evals

Audit Trail 87 entries

2026-03-05 08:19	eval_success	PSQ evaluated: g-PSQ=0.006 (3 dims)	- -
2026-03-05 08:19	eval	Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral)
2026-03-05 08:08	eval_success	PSQ evaluated: g-PSQ=-0.600 (3 dims)	- -
2026-03-05 08:08	eval	Evaluated by llama-3.3-70b-wai-psq: -0.60 (Moderate negative)
2026-03-02 21:57	model_divergence	Cross-model spread 1.20 exceeds threshold (2 models)	- -
2026-03-02 21:57	eval	Evaluated by claude-haiku-4-5: +0.04 (Neutral)
	reasoning System critique potentially rights-adjacent; explicit UDHR engagement unclear.
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	Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
	reasoning Editorial anti-system stance
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	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

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build 52f271b+9z5u · deployed 2026-03-08 04:04 UTC · evaluated 2026-03-08 02:36:46 UTC