Remote Firmware Injection in Popular Solar Inverters

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 -0.04 @cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.80	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.50	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	-0.04	-1.00	Moderate negative	0.60	0.98	Solar Inverter Security
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.10	-1.00	Moderate negative	0.80	1.00	Technology Security

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@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
Preamble	ND	ND	ND	ND
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ND	Remote Firmware Injection in Popular Solar Inverters (jakkaru.de)
	13 points by mrlnstk 22 hours ago \| 4 comments on HN ~lite vlite-2.0

Summary ~lite

The article examines a technical vulnerability in solar inverters, providing detailed analysis.

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

Longitudinal 98 HN snapshots · 40 evals

Audit Trail 60 entries

2026-03-05 05:22	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 05:22	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 05:14	eval_success	PSQ evaluated: g-PSQ=-0.400 (3 dims)	- -
2026-03-05 05:14	eval	Evaluated by llama-3.3-70b-wai-psq: -0.40 (Moderate negative)
2026-03-05 03:57	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-05 03:57	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) -0.38
	reasoning Technical blog post, neutral stance, some transparency
2026-03-05 03:52	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-05 03:52	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-05 03:44	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-05 03:44	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-05 03:08	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-05 03:08	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-05 03:01	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-05 03:01	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.12
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-05 02:55	eval_success	Lite evaluated: Mild negative (-0.22)	- -
2026-03-05 02:55	eval	Evaluated by llama-4-scout-wai: -0.22 (Mild negative) +0.12
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-05 02:25	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-05 02:25	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-05 02:15	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-05 02:15	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.12
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-05 01:53	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-05 01:53	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-05 01:39	eval_success	Lite evaluated: Mild negative (-0.22)	- -
2026-03-05 01:39	eval	Evaluated by llama-4-scout-wai: -0.22 (Mild negative) +0.12
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-05 01:13	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-05 01:13	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.38
	reasoning Technical blog post, neutral stance, some transparency
2026-03-05 01:00	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-05 01:00	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-05 00:56	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-05 00:56	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-05 00:38	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-05 00:37	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) -0.38
	reasoning Technical blog post, neutral stance, some transparency
2026-03-05 00:12	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-05 00:12	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 23:55	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-04 23:55	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 23:34	eval_success	Lite evaluated: Moderate negative (-0.34)	- -
2026-03-04 23:34	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 23:21	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-04 23:21	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 22:53	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 22:39	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 22:09	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 22:01	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 21:36	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.12
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 21:31	eval	Evaluated by llama-4-scout-wai: -0.22 (Mild negative) +0.12
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 21:25	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 20:48	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 20:43	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 20:13	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 20:10	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.67
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 19:23	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) -0.06
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 19:20	eval	Evaluated by llama-3.3-70b-wai: -0.71 (Strong negative) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 18:20	eval	Evaluated by llama-4-scout-wai: -0.28 (Mild negative) -0.06
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 18:18	eval	Evaluated by llama-3.3-70b-wai: -0.71 (Strong negative) -0.29
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 18:13	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) +0.10
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 16:57	eval	Evaluated by llama-4-scout-wai: -0.22 (Mild negative) +0.12
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 16:47	eval	Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative) 0.00
	reasoning Technical blog post, neutral stance, some transparency
2026-03-04 16:08	eval	Evaluated by llama-4-scout-wai: -0.34 (Moderate negative)
	reasoning Technical article on solar inverter security, no explicit rights discussion
2026-03-04 16:07	eval	Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative)
	reasoning Technical blog post, neutral stance, some transparency

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