The Looming AI Clownpocalypse

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 -0.04 @cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 claude-haiku-4-5 lite +0.44 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	The Looming AI Clownpocalypse (honnibal.dev)
	55 points by birdculture 5 days ago \| 14 comments on HN ~lite vlite-2.0

Summary ~lite

The author warns of an AI 'clownpocalypse' from current technologies, proposing a truce in AI risk debates.

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

Longitudinal 115 HN snapshots · 42 evals

Audit Trail 62 entries

2026-03-05 07:24	eval_success	PSQ evaluated: g-PSQ=-0.154 (3 dims)	- -
2026-03-05 07:24	eval	Evaluated by llama-4-scout-wai-psq: -0.15 (Mild negative)
2026-03-05 07:18	eval_success	PSQ evaluated: g-PSQ=-0.350 (3 dims)	- -
2026-03-05 07:18	eval	Evaluated by llama-3.3-70b-wai-psq: -0.35 (Moderate negative)
2026-03-03 02:13	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 02:13	model_divergence	Cross-model spread 0.28 exceeds threshold (2 models)	- -
2026-03-03 02:13	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) -0.20
	reasoning AI risks discussion, implicit rights concern
2026-03-03 02:05	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-03 02:05	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-03 02:05	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-03 01:26	eval_success	Lite evaluated: Mild positive (0.22)	- -
2026-03-03 01:26	eval	Evaluated by llama-3.3-70b-wai: +0.22 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-03 01:20	eval_success	Lite evaluated: Mild positive (0.22)	- -
2026-03-03 01:20	eval	Evaluated by llama-3.3-70b-wai: +0.22 (Mild positive) +0.20
	reasoning AI risks discussion, implicit rights concern
2026-03-03 01:14	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-03 01:14	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) +0.47
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-03 01:14	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-03 00:46	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 00:46	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-03 00:34	eval_success	Lite evaluated: Mild negative (-0.16)	- -
2026-03-03 00:34	eval	Evaluated by llama-4-scout-wai: -0.16 (Mild negative) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-03 00:34	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 00:29	eval_success	Lite evaluated: Mild negative (-0.16)	- -
2026-03-03 00:29	eval	Evaluated by llama-4-scout-wai: -0.16 (Mild negative) -0.47
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-03 00:24	eval_success	Lite evaluated: Moderate positive (0.30)	- -
2026-03-03 00:24	eval	Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.06
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-03 00:24	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 1R	- -
2026-03-03 00:07	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 00:07	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) -0.14
	reasoning AI risks discussion, implicit rights concern
2026-03-02 23:52	eval_success	Lite evaluated: Moderate positive (0.36)	- -
2026-03-02 23:52	eval	Evaluated by llama-4-scout-wai: +0.36 (Moderate positive) +0.12
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 23:47	eval_success	Lite evaluated: Mild positive (0.24)	- -
2026-03-02 23:47	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) -0.12
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 23:32	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-02 23:32	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 23:06	eval	Evaluated by llama-4-scout-wai: +0.36 (Moderate positive) +0.12
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 22:59	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) -0.04
	reasoning AI risks discussion, implicit rights concern
2026-03-02 22:23	eval	Evaluated by llama-4-scout-wai: +0.24 (Mild positive) -0.32
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 22:16	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 22:11	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 21:58	eval	Evaluated by claude-haiku-4-5: +0.44 (Moderate positive)
	reasoning Security advocacy exposing AI exploit risks to human rights
2026-03-02 21:41	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 21:34	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 21:03	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 20:52	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 20:11	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 20:06	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 19:37	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 19:34	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 19:32	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 18:29	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 18:23	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 17:16	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 17:10	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 17:09	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 15:56	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 15:54	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 15:12	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 15:08	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 14:24	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
	reasoning AI risks discussion, implicit rights concern
2026-03-02 14:20	eval	Evaluated by llama-4-scout-wai: +0.56 (Moderate positive)
	reasoning Blog post discussing AI risks, vulnerabilities, and potential security threats, with a critical tone towards current ind
2026-03-02 14:19	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
	reasoning AI risks discussion, implicit rights concern

build 0c6d3c6+ka9a · deployed 2026-03-08 00:28 UTC · evaluated 2026-03-08 01:34:16 UTC