An Interactive Intro to CRDTs

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 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 0.00 Compare

ND	An Interactive Intro to CRDTs (jakelazaroff.com)
	173 points by evakhoury 1 days ago \| 32 comments on HN ~lite vlite-2.0

Summary ~lite

The article provides an interactive introduction to Conflict-free Replicated Data Types (CRDTs), a concept for building collaborative applications.

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

Longitudinal 552 HN snapshots · 102 evals

Audit Trail 122 entries

2026-03-05 05:58	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 05:58	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-05 05:53	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 05:53	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-05 05:45	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 05:45	eval	Evaluated by llama-3.3-70b-wai-psq: +0.12 (Mild positive)
2026-03-05 01:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 01:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-05 01:03	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 00:58	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 00:58	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-05 00:58	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 00:58	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 00:58	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 00:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-05 00:07	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 00:07	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-05 00:07	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 00:05	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 00:05	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 00:05	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 23:17	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 23:17	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 23:17	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 23:10	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 23:10	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 23:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 22:32	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-04 22:32	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 22:32	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 22:28	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 22:28	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 21:54	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 21:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 21:18	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 21:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 20:36	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 20:34	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 19:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.30
	reasoning Technical article on CRDTs
2026-03-04 19:53	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 19:08	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 19:05	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 18:09	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 18:03	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 18:03	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 16:35	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 16:33	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 16:28	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 15:55	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 15:41	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 15:36	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 15:17	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 15:00	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 14:56	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 14:36	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 14:32	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 14:15	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 14:11	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 13:51	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 13:47	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 13:30	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 13:24	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 13:13	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 13:08	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 12:50	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 12:29	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 12:24	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 12:09	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 11:47	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 11:27	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 11:02	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 10:45	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 10:20	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 10:06	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 10:02	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 09:47	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 09:19	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 09:09	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 08:39	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 08:33	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 08:27	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
	reasoning Technical article on CRDTs
2026-03-04 08:04	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.30
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 08:00	eval	Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) -0.38
	reasoning Technical article on CRDTs
2026-03-04 07:24	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 07:22	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 06:17	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 06:17	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 05:42	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Technical article on CRDTs
2026-03-04 05:41	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 04:56	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Technical article on CRDTs
2026-03-04 04:55	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 04:51	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 04:12	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 04:11	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 03:40	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 03:34	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 03:34	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 03:05	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 03:03	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 03:00	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Technical article on CRDTs
2026-03-04 02:16	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 02:15	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Technical article on CRDTs
2026-03-04 02:11	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 01:41	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 01:33	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 01:03	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 00:57	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-04 00:21	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-04 00:18	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-03 23:40	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-03 23:39	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-03 23:35	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-03 23:02	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-03 22:55	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-03 22:34	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-03 22:28	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-03 22:00	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-03 21:46	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-03 21:36	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-03 21:05	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical article on CRDTs
2026-03-03 21:03	eval	Evaluated by llama-4-scout-wai: +0.06 (Neutral)
	reasoning Technical article on CRDTs, no human rights discussion
2026-03-03 21:01	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral)
	reasoning Technical article on CRDTs

build bafb32b+r7v5 · deployed 2026-03-05 04:26 UTC · evaluated 2026-03-03 07:16:53 UTC