Lenovo's New ThinkPads Score 10/10 for Repairability

Beta 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-3.3-70b-instruct-fp8-fast lite 0.00 @cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.83	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.73	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.80	0.00	Right to repair
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.40	-1.00	Mild negative	0.80	1.00	Consumer Rights

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

ND	Lenovo's New ThinkPads Score 10/10 for Repairability (www.ifixit.com)
	492 points by wrxd 1 days ago \| 237 comments on HN ~lite vlite-2.0

Summary ~lite

Lenovo's new ThinkPads score 10/10 for repairability according to iFixit.

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

Longitudinal 703 HN snapshots · 73 evals

Audit Trail 93 entries

2026-03-05 05:40	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 05:40	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-05 05:30	eval_success	PSQ evaluated: g-PSQ=-0.122 (3 dims)	- -
2026-03-05 05:30	eval	Evaluated by llama-3.3-70b-wai-psq: -0.12 (Mild negative)
2026-03-04 20:50	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 20:50	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 20:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.04
	reasoning Product news, neutral rights stance
2026-03-04 20:40	eval_success	Lite evaluated: Mild negative (-0.16)	- -
2026-03-04 20:40	eval	Evaluated by llama-4-scout-wai: -0.16 (Mild negative) +0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 20:34	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-04 20:34	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 20:15	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-04 20:15	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.46
	reasoning Product news, neutral rights stance
2026-03-04 19:53	eval_success	Lite evaluated: Mild negative (-0.16)	- -
2026-03-04 19:53	eval	Evaluated by llama-4-scout-wai: -0.16 (Mild negative) +0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 19:18	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 19:18	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 19:18	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 19:05	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-04 19:05	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 18:16	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 18:16	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 18:16	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 18:11	eval_success	Lite evaluated: Moderate negative (-0.50)	- -
2026-03-04 18:11	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 18:11	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) +0.02
	reasoning Product news, neutral rights stance
2026-03-04 18:02	eval_success	Lite evaluated: Mild negative (-0.16)	- -
2026-03-04 18:02	eval	Evaluated by llama-4-scout-wai: -0.16 (Mild negative) +0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 17:57	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-04 17:57	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 16:42	eval_success	Lite evaluated: Moderate negative (-0.52)	- -
2026-03-04 16:42	eval	Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative) -0.02
	reasoning Product news, neutral rights stance
2026-03-04 16:28	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-04 16:28	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 16:23	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-04 16:23	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 16:14	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 16:03	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 15:34	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 15:22	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 14:56	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 14:43	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 14:16	eval	Evaluated by llama-4-scout-wai: -0.16 (Mild negative) +0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 14:05	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 14:00	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 13:34	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 13:22	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 13:00	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 12:54	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 12:48	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 12:12	eval	Evaluated by llama-4-scout-wai: -0.16 (Mild negative) +0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 12:07	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 11:33	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 11:25	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 10:47	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 10:40	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 10:35	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 10:09	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 10:04	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 09:26	eval	Evaluated by llama-4-scout-wai: -0.16 (Mild negative) +0.18
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 09:21	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 08:49	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 08:44	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 08:12	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 08:10	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 07:40	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.64
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 07:37	eval	Evaluated by llama-3.3-70b-wai: -0.50 (Moderate negative) -0.60
	reasoning Product news, neutral rights stance
2026-03-04 07:04	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 07:02	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 05:53	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 05:51	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 05:11	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 05:10	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 04:28	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 04:27	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 03:58	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.02
	reasoning Product news, neutral rights stance
2026-03-04 03:54	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 03:19	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) -0.02
	reasoning Product news, neutral rights stance
2026-03-04 03:15	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 03:14	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 02:37	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 02:34	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 02:32	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 01:58	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 01:57	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 01:53	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 01:18	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 01:15	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 01:13	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 01:10	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 00:35	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Product news, neutral rights stance
2026-03-04 00:31	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive)
	reasoning Content discusses repairability of Lenovo ThinkPads, tangentially related to human rights
2026-03-04 00:30	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
	reasoning Product news, neutral rights stance

build bafb32b+r7v5 · deployed 2026-03-05 04:26 UTC · evaluated 2026-03-03 07:16:53 UTC