A bit of fluid mechanics from scratch not from scratch

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 @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 @cf/qwen/qwen3-30b-a3b-fp8 lite ND @cf/qwen/qwen3-30b-a3b-fp8 lite ND openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	A bit of fluid mechanics from scratch not from scratch (tsvibt.blogspot.com)
	56 points by surprisetalk 5 days ago \| 18 comments on HN ~lite vlite-2.0

Summary ~lite

Neutral blog post on fluid mechanics with no apparent threats.

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

Longitudinal 498 HN snapshots · 97 evals

Audit Trail 117 entries

2026-03-06 17:50	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-06 17:50	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 17:33	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-06 17:33	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-06 04:36	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-06 04:36	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 04:32	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-06 04:32	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) +0.07
2026-03-06 04:06	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-06 04:06	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 17:24	eval_success	PSQ evaluated: g-PSQ=-0.109 (3 dims)	- -
2026-03-05 17:24	eval	Evaluated by llama-4-scout-wai-psq: -0.11 (Mild negative) -0.07
2026-03-05 13:33	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 13:33	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 07:29	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 07:29	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-05 06:29	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 06:29	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 04:40	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 04:40	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-05 04:21	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 04:21	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-05 03:59	eval_success	Lite evaluated: Moderate negative (-0.40)	- -
2026-03-05 03:59	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-05 03:59	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 03:58	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 03:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-05 03:58	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 03:55	eval_success	Lite evaluated: Moderate negative (-0.40)	- -
2026-03-05 03:55	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-05 03:55	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 03:14	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 03:14	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-05 03:14	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 03:10	eval_success	Lite evaluated: Moderate negative (-0.40)	- -
2026-03-05 03:10	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-05 03:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-05 03:05	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-05 02:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-05 02:23	eval	Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.42
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-05 02:22	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) -0.07
	reasoning Technical blog post, no rights discussion
2026-03-03 14:52	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 14:35	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 14:30	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 14:04	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 13:48	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 13:26	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 13:08	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 12:40	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 12:35	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 12:24	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 11:55	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 11:45	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 11:40	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 11:07	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 10:58	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 10:21	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 10:12	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 09:31	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 09:27	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 09:25	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 08:55	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 08:52	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 08:12	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 08:11	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 08:06	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 07:34	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 07:22	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 06:42	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 06:34	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 06:29	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 06:07	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 05:57	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 05:29	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 05:20	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 04:44	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 04:41	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 04:14	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 04:09	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 03:34	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 03:34	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 03:29	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 03:00	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 02:55	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 02:22	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 02:19	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 01:44	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 01:40	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 01:04	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 01:02	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 00:20	eval	Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.02
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-03 00:19	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-03 00:14	eval	Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) +0.03
	reasoning Technical blog post, no rights discussion
2026-03-02 23:49	eval	Evaluated by llama-4-scout-wai: +0.04 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 23:45	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) +0.08
	reasoning Technical blog post, no rights discussion
2026-03-02 23:10	eval	Evaluated by llama-4-scout-wai: +0.04 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 23:08	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) -0.08
	reasoning Technical blog post, no rights discussion
2026-03-02 22:32	eval	Evaluated by llama-4-scout-wai: +0.04 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 22:29	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-02 22:27	eval	Evaluated by llama-4-scout-wai: +0.04 (Neutral) +0.04
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 22:23	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) +0.04
	reasoning Technical blog post, no rights discussion
2026-03-02 21:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 21:42	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-02 21:12	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 21:07	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 21:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-02 20:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 20:15	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-02 20:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 20:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-02 19:38	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 19:33	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 19:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-02 18:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 18:26	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-02 17:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Blog post on fluid mechanics, no human rights discussion
2026-03-02 17:13	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical blog post, no rights discussion

build e8b76f0+p4m4 · deployed 2026-03-07 16:08 UTC · evaluated 2026-03-03 07:16:53 UTC