Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.70 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.67 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 +0.16 Neutral 0.80 -0.18 AI security risks
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 +0.16 Moderate positive 0.80 0.31 AI Safety Risks
claude-haiku-4-5 lite +0.44 ND Moderate positive 0.82 0.00 AI security and autonomy
openai/gpt-oss-120b:free lite ND ND — — — —
google/gemma-3-27b-it:free lite ND ND — — — —
qwen/qwen3-coder:free lite ND ND — — — —
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 claude-haiku-4-5 lite openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND ND
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
+1 0 −1 HN
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