Welcome (Back) to Macintosh

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-3.3-70b-instruct-fp8-fast lite 0.00 @cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Welcome (Back) to Macintosh (take.surf)
	326 points by Udo_Schmitz 4 days ago \| 265 comments on HN ~lite vlite-2.0

Summary ~lite

Author criticizes current state of macOS, citing long-standing issues and poor design choices.

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

Longitudinal 955 HN snapshots · 121 evals

Audit Trail 141 entries

2026-03-06 04:05	eval_success	PSQ evaluated: g-PSQ=0.018 (3 dims)	- -
2026-03-06 04:05	eval	Evaluated by llama-4-scout-wai-psq: +0.02 (Neutral) 0.00
2026-03-06 04:00	eval_success	PSQ evaluated: g-PSQ=0.018 (3 dims)	- -
2026-03-06 04:00	eval	Evaluated by llama-4-scout-wai-psq: +0.02 (Neutral) 0.00
2026-03-06 03:50	eval_success	PSQ evaluated: g-PSQ=-0.330 (3 dims)	- -
2026-03-06 03:50	eval	Evaluated by llama-3.3-70b-wai-psq: -0.33 (Moderate negative) 0.00
2026-03-05 06:50	eval_success	PSQ evaluated: g-PSQ=0.018 (3 dims)	- -
2026-03-05 06:50	eval	Evaluated by llama-4-scout-wai-psq: +0.02 (Neutral) +0.01
2026-03-05 06:45	eval_success	PSQ evaluated: g-PSQ=0.006 (3 dims)	- -
2026-03-05 06:45	eval	Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral)
2026-03-05 06:39	eval_success	PSQ evaluated: g-PSQ=-0.330 (3 dims)	- -
2026-03-05 06:39	eval	Evaluated by llama-3.3-70b-wai-psq: -0.33 (Moderate negative)
2026-03-04 18:41	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 18:41	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative) 0.00
	reasoning tech critique, no rights discussion
2026-03-04 18:41	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:41	eval_success	Lite evaluated: Mild negative (-0.26)	- -
2026-03-04 17:41	eval	Evaluated by llama-4-scout-wai: -0.26 (Mild negative) -0.57
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-04 17:20	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 17:20	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative) -0.30
	reasoning tech critique, no rights discussion
2026-03-04 17:20	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 06:37	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-04 06:37	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-04 06:25	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 06:25	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-04 06:20	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 06:20	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-04 04:19	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-04 03:23	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-04 03:23	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning tech critique, no rights discussion
2026-03-04 03:14	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-04 03:14	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-04 03:09	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-04 03:09	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-04 02:44	eval_success	Lite evaluated: Neutral (0.03)	- -
2026-03-04 02:44	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-04 02:40	eval_success	Lite evaluated: Neutral (0.03)	- -
2026-03-04 02:40	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning tech critique, no rights discussion
2026-03-04 02:24	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-04 02:06	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning tech critique, no rights discussion
2026-03-04 01:48	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-04 01:22	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning tech critique, no rights discussion
2026-03-04 01:09	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-04 00:46	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning tech critique, no rights discussion
2026-03-04 00:27	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-04 00:07	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 23:46	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 23:23	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 23:08	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 22:50	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning tech critique, no rights discussion
2026-03-03 22:46	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning tech critique, no rights discussion
2026-03-03 22:38	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 22:17	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 22:08	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 21:18	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 21:07	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 20:45	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 20:29	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 20:14	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 19:55	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 19:33	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 19:11	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 19:06	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 18:47	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 18:22	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 18:10	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 17:49	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 17:33	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 17:27	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 17:08	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 17:04	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 16:56	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 16:50	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 16:30	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 16:12	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 15:45	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 15:27	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 15:22	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 15:07	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 14:51	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 14:26	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 14:05	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 13:41	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 13:35	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 13:30	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 12:52	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 12:45	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 12:11	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 12:10	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 12:05	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 11:22	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 11:19	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 10:36	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 10:32	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 10:27	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 09:57	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning tech critique, no rights discussion
2026-03-03 09:41	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 09:36	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 09:11	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning tech critique, no rights discussion
2026-03-03 08:59	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 08:36	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 08:16	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 08:02	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 07:42	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 07:17	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 07:13	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 06:56	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 06:26	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 06:13	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 06:08	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 05:54	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 05:32	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 05:27	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 05:18	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 04:42	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 04:38	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning tech critique, no rights discussion
2026-03-03 04:37	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 04:07	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning tech critique, no rights discussion
2026-03-03 04:04	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 03:58	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 03:30	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 03:19	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 02:56	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 02:48	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 02:23	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 02:12	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 02:07	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 01:51	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 01:19	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 01:14	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 01:07	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
	reasoning tech critique, no rights discussion
2026-03-03 00:36	eval	Evaluated by llama-4-scout-wai: +0.32 (Moderate positive) +0.02
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-03 00:24	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning tech critique, no rights discussion
2026-03-03 00:03	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) +0.06
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-02 23:54	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) -0.10
	reasoning tech critique, no rights discussion
2026-03-02 23:25	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-02 23:16	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
	reasoning tech critique, no rights discussion
2026-03-02 22:52	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) 0.00
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-02 22:47	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) -0.16
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-02 22:44	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) -0.04
	reasoning tech critique, no rights discussion
2026-03-02 22:10	eval	Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
	reasoning Editorial discusses MacOS issues, not human rights. Transparency indicators partially present.
2026-03-02 22:08	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
	reasoning tech critique, no rights discussion

build da0abe7+kru8 · deployed 2026-03-07 03:28 UTC · evaluated 2026-03-03 07:16:53 UTC