The inner workings of TCP zero-copy

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

ND	The inner workings of TCP zero-copy (blog.tohojo.dk)
	43 points by mfrw 4 days ago \| 0 comments on HN ~lite vlite-2.0

Summary ~lite

The article explains TCP zero-copy, a Linux kernel feature for efficient data transfer.

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

Longitudinal 214 HN snapshots · 67 evals

Audit Trail 87 entries

2026-03-05 07:45	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:45	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 07:38	eval_success	PSQ evaluated: g-PSQ=0.358 (3 dims)	- -
2026-03-05 07:38	eval	Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive)
2026-03-03 04:47	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 04:47	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 04:47	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-03 04:45	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 04:45	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-03 04:45	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 03:36	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 03:36	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-03 03:36	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 03:09	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 03:09	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-03 03:09	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 03:04	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 03:04	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-03 03:04	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 03:03	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 03:03	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-03 03:03	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 02:25	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 02:25	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-03 02:25	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 02:24	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 02:24	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 02:24	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-03 01:55	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 01:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-03 01:55	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 01:53	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-03 01:08	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-03 01:07	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-03 00:25	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-03 00:23	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-03 00:18	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.08
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 23:55	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) -0.02
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 23:47	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 23:17	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 23:06	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 22:42	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.10
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 22:26	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.16
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 22:04	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 21:50	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 21:28	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 21:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 21:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 20:41	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 20:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 19:56	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 19:26	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 19:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 19:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 18:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 18:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 17:04	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 17:03	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 16:59	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 15:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 15:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 15:33	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 14:54	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 14:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 14:49	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 14:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 14:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 13:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 13:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 12:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 12:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 12:02	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 12:01	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 11:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 11:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 11:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 10:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 10:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 09:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 09:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 09:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 09:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 08:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 08:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 08:13	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural
2026-03-02 07:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Technical blog post on TCP zero-copy, no explicit human rights discussion
2026-03-02 07:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Tech blog on TCP zero-copy, neutral editorial, positive structural

build 7a5e5c1+p11n · deployed 2026-03-06 04:40 UTC · evaluated 2026-03-03 07:16:53 UTC