Nobody Gets Promoted for Simplicity

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

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-0.60	Mild negative	1.00	0.60	Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.80	0.00	No human rights theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	—	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	—	—	—

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

0.00	Nobody Gets Promoted for Simplicity (terriblesoftware.org)
	833 points by aamederen 16 hours ago \| 473 comments on HN \| Mild negative ~lite vlite-1.6

Summary ~lite Technology Neutral

Article discusses software development and simplicity, no human rights mentioned

EQ 0.00

SO 0.00

TD 0.00

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

Longitudinal 405 HN snapshots · 36 evals

Audit Trail 56 entries

2026-03-04 23:34	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 23:34	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 23:34	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 23:29	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 23:29	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 23:29	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 23:05	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 23:05	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 23:05	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 22:50	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 22:50	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 22:50	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 22:25	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 22:25	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 22:25	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 22:08	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 22:08	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 22:08	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 21:52	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 21:52	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 21:52	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 21:37	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 21:37	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 21:37	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 21:18	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 21:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 21:18	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 20:52	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 20:52	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 20:52	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 20:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 20:18	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 20:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 19:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.42
	reasoning Code snippet, no rights discussion
2026-03-04 19:27	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 19:21	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 19:07	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 19:03	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 18:19	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 18:03	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 16:56	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 16:37	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 16:08	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 16:04	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 15:57	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 15:23	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 15:21	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 14:42	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 14:41	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 14:37	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 14:03	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 13:59	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 13:25	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 13:23	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 13:20	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
	reasoning Blog post on software development, no explicit human rights discussion
2026-03-04 13:18	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative)
	reasoning Code snippet, no rights discussion

build b4b7641+2c9e · deployed 2026-03-05 03:39 UTC · evaluated 2026-03-03 07:16:53 UTC