Overheads (2023)

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

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

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	-0.20	Neutral	0.90	0.20	Technical Performance
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.92	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.83	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-0.20	Neutral	1.00	0.20	programming languages

Section	@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	@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	Overheads (2023) (blog.xoria.org)
	20 points by surprisetalk 7 days ago \| 5 comments on HN \| Neutral ~lite vlite-1.6

Summary ~lite Technical Performance Neutral

Hidden performance costs in programming

EQ 0.50

SO 0.50

TD 0.50

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

Longitudinal 358 HN snapshots · 78 evals

Audit Trail 98 entries

2026-03-08 22:01	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 22:01	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 22:01	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 21:28	eval_success	PSQ evaluated: g-PSQ=0.321 (3 dims)	- -
2026-03-08 21:28	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-08 21:24	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 21:24	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 21:08	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 21:08	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 21:08	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 20:37	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 20:37	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 20:37	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 20:32	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 20:32	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 20:32	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 20:02	eval_success	PSQ evaluated: g-PSQ=0.321 (3 dims)	- -
2026-03-08 20:02	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.04
2026-03-08 19:58	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 19:58	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 19:53	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 19:53	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 19:44	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 19:44	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 19:44	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 18:39	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 18:39	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 18:39	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 17:48	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 17:48	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 17:42	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 17:42	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) -0.04
2026-03-08 17:37	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 17:37	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 17:26	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 17:01	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 15:21	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.04
2026-03-08 15:16	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 15:02	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 14:57	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 14:40	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 14:03	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 14:00	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 13:43	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 13:27	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 13:21	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 12:52	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 12:49	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 12:47	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) -0.04
2026-03-08 12:45	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 12:37	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 12:11	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 11:32	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-08 11:30	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 11:25	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.02
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 10:56	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) +0.18
	reasoning Technical blog post on hidden performance costs
2026-03-08 10:18	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-08 10:16	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 10:13	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-08 10:11	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 09:51	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 09:10	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 09:10	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-08 09:08	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 08:49	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 08:07	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 08:06	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.04
2026-03-08 08:04	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 08:02	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) -0.04
2026-03-08 07:45	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 07:03	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 07:03	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 07:00	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.04
2026-03-08 06:47	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 06:05	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 06:04	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 06:01	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 06:01	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 05:59	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 05:49	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 04:59	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 04:59	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 04:58	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 04:47	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 03:59	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) -0.04
2026-03-08 03:59	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 03:57	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 03:50	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 02:52	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.04
2026-03-08 02:51	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 02:48	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 02:48	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 02:44	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) 0.00
	reasoning Technical blog post on hidden performance costs
2026-03-08 01:48	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 01:44	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-08 01:43	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-08 01:43	eval	Evaluated by llama-4-scout-wai: -0.06 (Neutral)
	reasoning Technical blog post discussing performance overheads in programming languages
2026-03-08 01:41	eval	Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative)
	reasoning Technical blog post on hidden performance costs

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-08 02:36:46 UTC