Rubin Observatory found 800k objects of interest in a single night`

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 deepseek/deepseek-v3.2-20251201 ND Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	ND	Neutral	0.90	0.00	Scientific Discovery
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.90	0.00	No human rights
deepseek/deepseek-v3.2-20251201	ND	ND	—	—	—	—

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	deepseek/deepseek-v3.2-20251201
Preamble	ND	ND	ND
Article 1	ND	ND	ND
Article 2	ND	ND	ND
Article 3	ND	ND	ND
Article 4	ND	ND	ND
Article 5	ND	ND	ND
Article 6	ND	ND	ND
Article 7	ND	ND	ND
Article 8	ND	ND	ND
Article 9	ND	ND	ND
Article 10	ND	ND	ND
Article 11	ND	ND	ND
Article 12	ND	ND	ND
Article 13	ND	ND	ND
Article 14	ND	ND	ND
Article 15	ND	ND	ND
Article 16	ND	ND	ND
Article 17	ND	ND	ND
Article 18	ND	ND	ND
Article 19	ND	ND	ND
Article 20	ND	ND	ND
Article 21	ND	ND	ND
Article 22	ND	ND	ND
Article 23	ND	ND	ND
Article 24	ND	ND	ND
Article 25	ND	ND	ND
Article 26	ND	ND	ND
Article 27	ND	ND	ND
Article 28	ND	ND	ND
Article 29	ND	ND	ND
Article 30	ND	ND	ND

0.00	Rubin Observatory found 800k objects of interest in a single night` (www.livescience.com)
	13 points by throw0101c 2 days ago \| 0 comments on HN \| Neutral ~lite vlite-1.4

Summary ~lite Scientific Discovery Neutral

Report on Vera C. Rubin Observatory's discovery of 800,000 objects of interest in a single night.

EQ 0.50

SO 0.50

TD 0.50

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

Longitudinal 35 HN snapshots · 70 evals

Audit Trail 90 entries

2026-03-02 16:42	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-02 16:37	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-02 16:29	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 16:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 18:27	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 18:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 17:33	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 17:33	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 17:18	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 17:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 16:14	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 16:14	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 16:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 16:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 15:59	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 15:59	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 15:58	rater_validation_fail	Parse failure for model deepseek-v3.2: Error: Failed to parse OpenRouter JSON: SyntaxError: Expected ',' or '}' after property value in JSON at position 17655 (line 387 column 4). Extracted text starts with: { "schema_version": "3.7",	- -
2026-03-01 15:58	eval_retry	OpenRouter output truncated at 4096 tokens	- -
2026-03-01 15:33	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 15:33	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 14:55	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 14:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 14:25	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 14:25	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 14:20	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 14:20	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 14:11	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 14:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 13:32	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 13:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 13:23	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 13:23	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 12:51	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 12:51	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 12:46	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-01 12:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 12:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 12:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 11:25	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 11:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 11:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-01 04:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 04:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 03:25	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 03:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 03:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 03:08	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 02:49	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-03-01 02:42	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 02:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 01:54	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 01:38	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 01:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 01:13	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 00:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-03-01 00:23	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-03-01 00:08	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 23:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 23:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 23:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 22:39	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 22:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 22:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 22:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 21:54	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 21:28	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 21:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 20:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 20:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 19:53	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 19:25	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 19:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 18:43	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 18:28	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 18:23	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 18:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 18:14	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 17:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 17:53	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 17:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 17:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 17:26	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 17:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 17:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 16:55	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning ED, neutral astronomy report
2026-02-28 16:54	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech news no rights stance
2026-02-28 16:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning ED, neutral astronomy report
2026-02-28 16:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Tech news no rights stance

build 79ce50f+y5x3 · deployed 2026-03-02 16:20 UTC · evaluated 2026-03-02 17:03:03 UTC