| |
Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → |
|
Model Comparison
| Model | Editorial | Structural | Class | Conf | SETL | Theme | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | 0.00 | ND | Neutral | 0.80 | 0.00 | AI discoverability | | @cf/meta/llama-4-scout-17b-16e-instruct lite | ND | ND | — | 0.83 | — | — | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | ND | ND | — | 0.70 | — | — | | @cf/meta/llama-4-scout-17b-16e-instruct lite | -0.04 | -0.60 | Mild negative | 0.90 | 0.58 | AI Technology | | Section | @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 | @cf/meta/llama-4-scout-17b-16e-instruct lite | | Preamble | ND | ND | ND | ND | | Article 1 | ND | ND | ND | ND | | Article 2 | ND | ND | ND | ND | | Article 3 | ND | ND | ND | ND | | Article 4 | ND | ND | ND | ND | | Article 5 | ND | ND | ND | ND | | Article 6 | ND | ND | ND | ND | | Article 7 | ND | ND | ND | ND | | Article 8 | ND | ND | ND | ND | | Article 9 | ND | ND | ND | ND | | Article 10 | ND | ND | ND | ND | | Article 11 | ND | ND | ND | ND | | Article 12 | ND | ND | ND | ND | | Article 13 | ND | ND | ND | ND | | Article 14 | ND | ND | ND | ND | | Article 15 | ND | ND | ND | ND | | Article 16 | ND | ND | ND | ND | | Article 17 | ND | ND | ND | ND | | Article 18 | ND | ND | ND | ND | | Article 19 | ND | ND | ND | ND | | Article 20 | ND | ND | ND | ND | | Article 21 | ND | ND | ND | ND | | Article 22 | ND | ND | ND | ND | | Article 23 | ND | ND | ND | ND | | Article 24 | ND | ND | ND | ND | | Article 25 | ND | ND | ND | ND | | Article 26 | ND | ND | ND | ND | | Article 27 | ND | ND | ND | ND | | Article 28 | ND | ND | ND | ND | | Article 29 | ND | ND | ND | ND | | Article 30 | ND | ND | ND | ND | | Summary ~lite AI discoverability Neutral Tech update for AI
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
| |
Longitudinal
335 HN snapshots · 5 evals | |
Audit Trail
14 entries | 2026-03-08 09:41 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-08 09:41 | rater_validation_warn | Lite validation warnings for model llama-3.3-70b-wai: 1W 0R | - - | | 2026-03-08 09:41 | model_divergence | Cross-model spread 0.26 exceeds threshold (2 models) | - - | | 2026-03-08 09:41 |
eval
|
Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00 | | | reasoning Tech update, no rights discussion | | 2026-03-08 09:36 | eval_success | PSQ evaluated: g-PSQ=0.120 (3 dims) | - - | | 2026-03-08 09:36 |
eval
|
Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) | | | 2026-03-08 09:36 | eval_success | PSQ evaluated: g-PSQ=0.486 (3 dims) | - - | | 2026-03-08 09:36 |
eval
|
Evaluated by llama-3.3-70b-wai-psq: +0.49 (Moderate positive) | | | 2026-03-08 09:36 | model_divergence | Cross-model spread 0.26 exceeds threshold (2 models) | - - | | 2026-03-08 09:36 | eval_success | Lite evaluated: Mild negative (-0.26) | - - | | 2026-03-08 09:36 |
eval
|
Evaluated by llama-4-scout-wai: -0.26 (Mild negative) | | | reasoning Content discusses AI agent discoverability and website visibility, no explicit human rights discussion | | 2026-03-08 09:36 | eval_success | Lite evaluated: Neutral (0.00) | - - | | 2026-03-08 09:36 |
eval
|
Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) | | | reasoning Tech update, no rights discussion | | 2026-03-08 09:36 | rater_validation_warn | Lite validation warnings for model llama-3.3-70b-wai: 1W 0R | - - | | |
| |