Why consumer choice is stripped away and how the tech industry profits from it

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 @cf/meta/llama-4-scout-17b-16e-instruct lite +0.56 deepseek/deepseek-v3.2-20251201 +0.19 Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	+0.20	ND	Mild positive	0.80	0.00	Consumer Rights
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.56	ND	Moderate positive	0.90	0.00	Consumer Rights
deepseek/deepseek-v3.2-20251201	+0.19	ND	Mild positive	0.45	—	Digital Rights & Ownership

Section	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	deepseek/deepseek-v3.2-20251201
Preamble	ND	ND	0.20
Article 1	ND	ND	0.30
Article 2	ND	ND	0.10
Article 3	ND	ND	0.00
Article 4	ND	ND	0.00
Article 5	ND	ND	0.00
Article 6	ND	ND	0.10
Article 7	ND	ND	0.10
Article 8	ND	ND	0.30
Article 9	ND	ND	0.00
Article 10	ND	ND	0.20
Article 11	ND	ND	0.00
Article 12	ND	ND	0.40
Article 13	ND	ND	0.10
Article 14	ND	ND	0.00
Article 15	ND	ND	0.00
Article 16	ND	ND	0.00
Article 17	ND	ND	0.50
Article 18	ND	ND	0.30
Article 19	ND	ND	0.60
Article 20	ND	ND	0.20
Article 21	ND	ND	0.10
Article 22	ND	ND	0.30
Article 23	ND	ND	0.40
Article 24	ND	ND	0.00
Article 25	ND	ND	0.10
Article 26	ND	ND	0.20
Article 27	ND	ND	0.50
Article 28	ND	ND	0.40
Article 29	ND	ND	0.30
Article 30	ND	ND	0.20

+0.20	Why consumer choice is stripped away and how the tech industry profits from it (fireborn.mataroa.blog)
	51 points by zdw 1 days ago \| 6 comments on HN \| Mild positive ~lite vlite-1.4

Summary ~lite Consumer Rights Acknowledges

Tech industry profits from stripped consumer choice

EQ 0.60

SO 0.40

TD 0.70

Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available

Longitudinal 333 HN snapshots · 118 evals

Audit Trail 138 entries

2026-03-02 07:03	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 07:03	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) -0.10
	reasoning MX content type with slight positive lean
2026-03-02 06:39	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 06:39	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 06:32	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 06:32	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 06:17	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-02 06:17	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) +0.10
	reasoning MX content type with slight positive lean
2026-03-02 05:56	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 05:56	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 05:51	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 05:51	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 05:44	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 05:44	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-02 05:09	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 05:09	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 05:05	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 05:05	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-02 04:35	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 04:35	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 04:27	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 04:27	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) -0.10
	reasoning MX content type with slight positive lean
2026-03-02 03:51	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 03:51	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 03:45	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-02 03:45	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) +0.50
	reasoning MX content type with slight positive lean
2026-03-02 03:07	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 03:07	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 03:01	eval_success	Lite evaluated: Mild negative (-0.20)	- -
2026-03-02 03:01	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) -0.40
	reasoning MX content type with slight positive lean
2026-03-02 02:27	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 02:27	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 02:25	eval_success	Lite evaluated: Mild positive (0.20)	- -
2026-03-02 02:25	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) -0.10
	reasoning MX content type with slight positive lean
2026-03-02 01:38	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 01:38	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 01:35	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-02 01:35	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) +0.10
	reasoning MX content type with slight positive lean
2026-03-02 01:33	eval_success	Lite evaluated: Moderate positive (0.56)	- -
2026-03-02 01:33	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 00:55	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-02 00:52	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 00:10	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-02 00:05	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-02 00:00	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 23:18	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 23:08	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 22:29	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 22:23	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 21:56	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 21:34	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 21:08	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 21:03	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 20:59	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 20:53	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 20:20	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 20:10	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 19:37	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 19:32	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 19:27	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 19:26	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 18:46	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 18:45	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 18:41	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 18:40	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 17:42	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.40
	reasoning MX content type with slight positive lean
2026-03-01 17:40	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 16:22	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 16:20	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 16:15	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 15:45	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) -0.40
	reasoning MX content type with slight positive lean
2026-03-01 15:35	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 14:42	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 14:33	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 14:00	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 13:46	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 13:11	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 13:02	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 12:31	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 12:21	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 11:58	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 11:42	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 11:09	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 10:42	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 10:10	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 09:57	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 09:31	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 09:10	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 08:46	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 08:42	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.40
	reasoning MX content type with slight positive lean
2026-03-01 08:28	eval	Evaluated by deepseek-v3.2: +0.24 (Mild positive) 14,892 tokens
2026-03-01 08:24	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 07:49	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 07:29	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 07:04	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 06:41	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 06:35	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 06:14	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) -0.40
	reasoning MX content type with slight positive lean
2026-03-01 05:52	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 05:30	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 05:25	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.40
	reasoning MX content type with slight positive lean
2026-03-01 05:09	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 05:04	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 04:41	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) -0.40
	reasoning MX content type with slight positive lean
2026-03-01 04:35	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 04:13	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 04:07	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 04:03	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.40
	reasoning MX content type with slight positive lean
2026-03-01 03:19	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 03:15	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) -0.40
	reasoning MX content type with slight positive lean
2026-03-01 02:46	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 02:41	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.40
	reasoning MX content type with slight positive lean
2026-03-01 02:37	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 01:59	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 01:52	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 01:49	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 01:44	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) -0.40
	reasoning MX content type with slight positive lean
2026-03-01 01:39	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning MX content type with slight positive lean
2026-03-01 01:12	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 01:05	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-03-01 01:04	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.40
	reasoning MX content type with slight positive lean
2026-03-01 00:13	eval	Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative) -0.50
	reasoning MX content type with slight positive lean
2026-03-01 00:12	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-02-28 23:30	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) 0.00
	reasoning MX content type with slight positive lean
2026-02-28 23:27	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-02-28 23:26	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) 0.00
	reasoning MX content type with slight positive lean
2026-02-28 22:30	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) +0.10
	reasoning MX content type with slight positive lean
2026-02-28 22:30	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-02-28 22:25	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) -0.10
	reasoning MX content type with slight positive lean
2026-02-28 21:44	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-02-28 21:38	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) 0.00
	reasoning MX content type with slight positive lean
2026-02-28 21:03	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-02-28 20:59	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) 0.00
	reasoning MX content type with slight positive lean
2026-02-28 20:54	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) 0.00
	reasoning MX content type with slight positive lean
2026-02-28 20:11	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-02-28 20:08	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive) 0.00
	reasoning MX content type with slight positive lean
2026-02-28 19:24	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive)
	reasoning Editorial criticizing tech industry for stripping consumer choice
2026-02-28 19:20	eval	Evaluated by llama-3.3-70b-wai: +0.30 (Moderate positive)
	reasoning MX content type with slight positive lean

build 17b3507+8lco · deployed 2026-03-02 03:53 UTC · evaluated 2026-03-02 04:19:53 UTC