What keeps IoT devices running for a decade

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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 google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND openai/gpt-oss-120b:free lite ND Compare

ND	What keeps IoT devices running for a decade (mooracle.io)
	27 points by mooracle 3 days ago \| 6 comments on HN ~lite vlite-2.0

Summary ~lite

The article shares ten lessons for building lasting IIoT systems.

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

Longitudinal 122 HN snapshots · 62 evals

Audit Trail 82 entries

2026-03-05 06:45	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 06:45	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 06:38	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 06:38	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-03 17:24	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 17:24	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 17:12	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 17:12	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 17:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 16:49	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 16:49	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 16:38	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 16:38	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 16:38	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 16:10	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 16:10	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 15:54	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 15:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 15:54	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 15:25	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 15:25	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 15:13	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 15:13	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 15:13	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 14:54	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 14:54	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 14:48	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 14:48	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 14:37	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 14:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 14:37	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 14:04	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 14:04	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 13:55	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 13:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 13:28	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 13:10	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 12:42	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 12:38	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 12:25	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 11:59	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 11:44	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 11:36	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 11:14	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 10:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 10:26	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 10:21	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 10:08	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 09:34	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 09:18	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 09:00	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 08:45	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 08:19	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 08:09	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 07:45	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 07:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 07:00	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 06:56	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 06:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 06:11	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 06:05	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 05:37	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 05:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 05:22	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 04:54	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 04:40	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 04:25	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 04:06	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 03:50	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 03:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 03:13	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 02:53	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 02:40	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 02:16	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 02:10	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 02:06	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 01:24	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 01:19	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 00:50	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 00:45	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Tech blog on IoT longevity
2026-03-03 00:10	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral)
	reasoning Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 00:08	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral)
	reasoning Tech blog on IoT longevity

build 477e599+ntxh · deployed 2026-03-06 02:19 UTC · evaluated 2026-03-03 07:16:53 UTC