Moldova broke our data pipeline

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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-3.3-70b-instruct-fp8-fast lite -0.04 @cf/meta/llama-4-scout-17b-16e-instruct 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	Moldova broke our data pipeline (www.avraam.dev)
	54 points by almonerthis 10 days ago \| 58 comments on HN ~lite vlite-2.0

Summary ~lite

A technical blog post about a data pipeline issue caused by a comma in a country name, and its solution.

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

Longitudinal 117 HN snapshots · 80 evals

Audit Trail 100 entries

2026-03-05 08:45	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 08:45	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 08:40	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 08:40	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 08:35	eval_success	PSQ evaluated: g-PSQ=0.197 (3 dims)	- -
2026-03-05 08:35	eval	Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive)
2026-03-04 18:40	eval_success	Lite evaluated: Mild negative (-0.12)	- -
2026-03-04 18:40	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) -0.04
	reasoning Technical blog post on data pipeline issue
2026-03-04 17:41	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-04 17:41	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.16
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 17:41	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 17:19	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-04 17:19	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) -0.16
	reasoning Technical blog post on data pipeline issue
2026-03-04 17:19	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 06:37	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-04 06:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 06:37	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 06:19	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-04 06:19	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 06:19	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 05:42	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-04 05:42	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 05:42	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 05:37	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-04 05:37	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 05:37	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 05:34	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-04 05:34	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 05:34	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 04:49	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-04 04:49	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 04:49	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Technical blog post on data pipeline issue
2026-03-04 04:19	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 04:09	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 04:04	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 03:46	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 03:28	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 03:24	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Technical blog post on data pipeline issue
2026-03-04 03:07	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 02:48	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 02:21	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 02:16	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 02:08	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 01:40	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 01:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 01:25	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-04 00:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 00:48	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Technical blog post on data pipeline issue
2026-03-04 00:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-04 00:09	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 23:33	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 23:28	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 23:27	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 22:53	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 22:52	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 22:48	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 22:24	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 22:21	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 22:17	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 21:25	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 21:18	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 20:53	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 20:45	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 20:17	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 20:14	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 20:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 19:32	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Technical blog post on data pipeline issue
2026-03-03 19:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 19:26	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Technical blog post on data pipeline issue
2026-03-03 13:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 13:17	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 13:13	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 12:44	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 12:30	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 12:26	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Technical blog post on data pipeline issue
2026-03-03 12:04	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 11:47	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Technical blog post on data pipeline issue
2026-03-03 11:16	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 11:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 11:01	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 10:56	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 10:24	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 10:10	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 09:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 09:21	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 08:59	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 08:50	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 08:16	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 08:14	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 08:09	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 07:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 07:29	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 07:22	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 06:56	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 06:36	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 06:11	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 06:07	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 06:06	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical blog post on data pipeline issue
2026-03-03 05:30	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral)
	reasoning Blog post about a data pipeline issue caused by a comma in a country name
2026-03-03 05:29	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
	reasoning Technical blog post on data pipeline issue

build 35d02a3+aiqm · deployed 2026-03-09 11:48 UTC · evaluated 2026-03-08 02:36:46 UTC