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Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → |
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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 | — | 0.70 | — | — | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.40 | +0.16 | Moderate positive | 0.80 | 0.31 | AI Ethics | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | -0.16 | +0.16 | Neutral | 0.80 | -0.23 | AI ethics | | 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-4-scout-17b-16e-instruct lite | @cf/meta/llama-3.3-70b-instruct-fp8-fast 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 | | Article 1 | ND | ND | ND | ND | ND | ND | ND | | Article 2 | ND | ND | ND | ND | ND | ND | ND | | Article 3 | ND | ND | ND | ND | ND | ND | ND | | Article 4 | ND | ND | ND | ND | ND | ND | ND | | Article 5 | ND | ND | ND | ND | ND | ND | ND | | Article 6 | ND | ND | ND | ND | ND | ND | ND | | Article 7 | ND | ND | ND | ND | ND | ND | ND | | Article 8 | ND | ND | ND | ND | ND | ND | ND | | Article 9 | ND | ND | ND | ND | ND | ND | ND | | Article 10 | ND | ND | ND | ND | ND | ND | ND | | Article 11 | ND | ND | ND | ND | ND | ND | ND | | Article 12 | ND | ND | ND | ND | ND | ND | ND | | Article 13 | ND | ND | ND | ND | ND | ND | ND | | Article 14 | ND | ND | ND | ND | ND | ND | ND | | Article 15 | ND | ND | ND | ND | ND | ND | ND | | Article 16 | ND | ND | ND | ND | ND | ND | ND | | Article 17 | ND | ND | ND | ND | ND | ND | ND | | Article 18 | ND | ND | ND | ND | ND | ND | ND | | Article 19 | ND | ND | ND | ND | ND | ND | ND | | Article 20 | ND | ND | ND | ND | ND | ND | ND | | Article 21 | ND | ND | ND | ND | ND | ND | ND | | Article 22 | ND | ND | ND | ND | ND | ND | ND | | Article 23 | ND | ND | ND | ND | ND | ND | ND | | Article 24 | ND | ND | ND | ND | ND | ND | ND | | Article 25 | ND | ND | ND | ND | ND | ND | ND | | Article 26 | ND | ND | ND | ND | ND | ND | ND | | Article 27 | ND | ND | ND | ND | ND | ND | ND | | Article 28 | ND | ND | ND | ND | ND | ND | ND | | Article 29 | ND | ND | ND | ND | ND | ND | ND | | Article 30 | ND | ND | ND | ND | ND | ND | ND | | Summary ~lite The article discusses underrated reasons to dislike AI, highlighting issues like lack of transparency, centralization, and environmental impact.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
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Longitudinal
16 HN snapshots · 6 evals | |
Audit Trail
16 entries | 2026-03-05 06:24 | eval_success | PSQ evaluated: g-PSQ=0.280 (3 dims) | - - | | 2026-03-05 06:24 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) | | | 2026-03-05 06:14 | eval_success | PSQ evaluated: g-PSQ=0.171 (3 dims) | - - | | 2026-03-05 06:14 |
eval
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Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) | | | 2026-03-03 10:33 | model_divergence | Cross-model spread 0.30 exceeds threshold (2 models) | - - | | 2026-03-03 10:33 | eval_success | Lite evaluated: Moderate positive (0.30) | - - | | 2026-03-03 10:33 |
eval
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Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00 | | | reasoning The content discusses various concerns and criticisms about AI, touching on issues like open source, centralization, res | | 2026-03-03 10:33 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 1R | - - | | 2026-03-03 10:33 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-03 10:33 |
eval
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Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00 | | | reasoning MX, critical of AI, structural openness | | 2026-03-03 09:27 | eval_success | Lite evaluated: Moderate positive (0.30) | - - | | 2026-03-03 09:27 | model_divergence | Cross-model spread 0.30 exceeds threshold (2 models) | - - | | 2026-03-03 09:27 |
eval
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Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) | | | reasoning The content discusses various concerns and criticisms about AI, touching on issues like open source, centralization, res | | 2026-03-03 09:27 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 1W 1R | - - | | 2026-03-03 09:27 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-03 09:27 |
eval
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Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) | | | reasoning MX, critical of AI, structural openness | | |
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