Security vulnerabilities I found in high school

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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 Compare

ND	Security vulnerabilities I found in high school (blog.raed.dev)
	10 points by Raed667 2 days ago \| 1 comments on HN ~lite vlite-2.0

Summary ~lite

Author shares high school security vulnerability stories, promoting learning and curiosity.

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

Longitudinal 33 HN snapshots · 42 evals

Audit Trail 62 entries

2026-03-08 19:20	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 19:20	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 19:09	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 19:09	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 19:04	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 19:04	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) -0.04
2026-03-08 18:51	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 18:51	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 18:51	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-08 17:54	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 17:54	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on security vulnerabilities
2026-03-08 17:54	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 16:29	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 16:29	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 16:06	eval_success	PSQ evaluated: g-PSQ=0.322 (3 dims)	- -
2026-03-08 16:06	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-08 15:58	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 15:58	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 15:58	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-08 15:53	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 15:53	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 15:53	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-08 15:34	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 15:34	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on security vulnerabilities
2026-03-08 15:33	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 12:10	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 12:10	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 11:58	eval_success	PSQ evaluated: g-PSQ=0.322 (3 dims)	- -
2026-03-08 11:58	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.04
2026-03-08 11:46	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 11:46	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on security vulnerabilities
2026-03-08 11:46	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 11:44	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 11:44	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 10:54	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 10:42	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) -0.04
2026-03-08 10:35	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on security vulnerabilities
2026-03-08 10:31	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.02
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 10:30	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) -0.02
	reasoning Technical blog post on security vulnerabilities
2026-03-08 09:47	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 09:36	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.04
2026-03-08 09:27	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) -0.08
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 09:27	eval	Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post on security vulnerabilities
2026-03-08 08:43	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 08:34	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 08:28	eval	Evaluated by llama-4-scout-wai: -0.02 (Neutral) +0.08
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 08:28	eval	Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post on security vulnerabilities
2026-03-08 07:38	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 07:30	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 07:25	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 07:24	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 07:24	eval	Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post on security vulnerabilities
2026-03-08 06:37	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 06:32	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 06:26	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 06:25	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative) 0.00
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 06:25	eval	Evaluated by llama-3.3-70b-wai: -0.06 (Neutral) 0.00
	reasoning Technical blog post on security vulnerabilities
2026-03-08 05:31	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 05:25	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-08 05:25	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-08 05:24	eval	Evaluated by llama-4-scout-wai: -0.10 (Mild negative)
	reasoning The content is a personal blog post about security vulnerabilities found in high school, with no explicit human rights d
2026-03-08 05:24	eval	Evaluated by llama-3.3-70b-wai: -0.06 (Neutral)
	reasoning Technical blog post on security vulnerabilities

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