January in Servo: preloads, better forms, details styling, and more

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	ND	Neutral	1.00	0.00	Technology Updates
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.90	0.00	Tech development

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

0.00	January in Servo: preloads, better forms, details styling, and more (servo.org)
	59 points by birdculture 1 days ago \| 5 comments on HN \| Neutral ~lite vlite-1.4

Summary ~lite Technology Updates Neutral

Technical updates on Servo browser engine improvements

EQ 0.50

SO 0.00

TD 0.00

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

Longitudinal 200 HN snapshots · 75 evals

Audit Trail 95 entries

2026-03-02 18:52	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 18:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 18:45	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 18:45	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 17:11	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 17:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 17:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 17:03	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 15:58	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 15:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 15:40	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 15:40	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 15:12	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 15:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 14:58	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 14:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 14:24	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 14:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 14:20	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 14:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 14:17	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 14:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 13:36	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 13:36	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 13:32	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 13:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 13:26	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 13:26	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 12:57	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 12:57	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 12:39	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 12:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 12:34	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 12:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 12:12	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 12:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 12:06	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 12:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 12:02	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-02 12:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 11:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 11:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 10:51	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 10:31	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 10:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 09:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 09:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 09:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 08:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 08:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 07:54	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 07:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 07:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 06:47	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 06:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 06:25	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 06:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 06:03	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 05:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 05:49	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 05:15	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 05:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 04:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 04:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 03:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 03:49	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 03:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 03:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 02:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 02:31	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 02:25	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 01:45	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 01:35	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 01:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 00:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 00:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 00:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-02 00:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-02 00:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-01 23:18	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-01 23:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-01 23:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-01 22:26	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-01 22:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-01 21:43	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-01 21:40	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-01 21:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-01 21:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-01 21:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-01 20:20	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-01 20:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-01 19:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Editorial on technical updates, no human rights discussion
2026-03-01 19:36	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog neutral stance
2026-03-01 19:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Editorial on technical updates, no human rights discussion
2026-03-01 19:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Tech blog neutral stance

build fb2f838+pr96 · deployed 2026-03-02 19:02 UTC · evaluated 2026-03-02 19:05:25 UTC