My Favorite 39C3 Talks

Alpha 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 @cf/qwen/qwen3-30b-a3b-fp8 lite ND @cf/qwen/qwen3-30b-a3b-fp8 lite ND openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	My Favorite 39C3 Talks (asindu.xyz)
	69 points by max_ 6 days ago \| 4 comments on HN ~lite vlite-2.0

Summary ~lite

A personal blog post about favorite 39C3 talks with a neutral tone.

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

Longitudinal 323 HN snapshots · 43 evals

Audit Trail 63 entries

2026-03-06 17:51	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-06 17:51	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 17:34	eval_success	PSQ evaluated: g-PSQ=0.284 (3 dims)	- -
2026-03-06 17:34	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 04:42	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-06 04:42	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 04:08	eval_success	PSQ evaluated: g-PSQ=0.284 (3 dims)	- -
2026-03-06 04:08	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 21:14	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-05 18:34	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 18:34	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-05 13:52	eval_success	PSQ evaluated: g-PSQ=0.284 (3 dims)	- -
2026-03-05 13:52	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 07:48	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 07:48	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-05 06:32	eval_success	PSQ evaluated: g-PSQ=0.284 (3 dims)	- -
2026-03-05 06:32	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 04:42	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-05 04:42	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-05 04:25	eval_success	PSQ evaluated: g-PSQ=0.284 (3 dims)	- -
2026-03-05 04:25	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-05 04:11	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 04:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-05 04:11	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 04:04	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 04:04	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-05 04:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-05 03:59	eval_success	Lite evaluated: Strong negative (-0.84)	- -
2026-03-05 03:59	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) -0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-05 03:59	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-05 03:36	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 03:36	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-05 03:36	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 03:31	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 03:31	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-05 03:15	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-05 03:10	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) -0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-05 02:53	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-05 02:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-05 02:14	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-05 01:55	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-05 01:40	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-05 01:15	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) 0.00
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-05 01:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-05 00:39	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) -0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-05 00:26	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-05 00:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 23:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 23:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 23:44	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 23:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 23:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 23:05	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 22:29	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) -0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 22:25	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 21:51	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 21:51	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 21:45	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 21:15	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) -0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 21:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Code snippet, no rights discussion
2026-03-04 20:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.84
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 20:29	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative)
	reasoning The content is a personal blog post about favorite talks from 39C3, a Chaos Communication Congress event, with no explic
2026-03-04 20:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Code snippet, no rights discussion

build 52f271b+9z5u · deployed 2026-03-08 04:04 UTC · evaluated 2026-03-08 02:36:46 UTC