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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 | — | 0.70 | — | — | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | ND | ND | — | 0.70 | — | — | | @cf/meta/llama-4-scout-17b-16e-instruct lite | +0.36 | ND | Moderate positive | 0.90 | 0.00 | Digital Security | | @cf/meta/llama-3.3-70b-instruct-fp8-fast lite | +0.40 | ND | Moderate positive | 0.90 | 0.00 | Digital Security Rights | | 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 Bitwarden's PIN feature can be brute-forced if an attacker gains access to encrypted vault data on a device.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
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Longitudinal
· 4 evals | |
Audit Trail
17 entries | 2026-03-05 15:08 | eval_success | PSQ evaluated: g-PSQ=0.006 (3 dims) | - - | | 2026-03-05 15:08 |
eval
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Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) | | | 2026-03-05 14:59 | eval_success | PSQ evaluated: g-PSQ=0.166 (3 dims) | - - | | 2026-03-05 14:59 |
eval
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Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) | | | 2026-02-28 10:30 | eval_success | Lite evaluated: Moderate positive (0.36) | - - | | 2026-02-28 10:30 |
eval
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Evaluated by llama-4-scout-wai: +0.36 (Moderate positive) | | | reasoning Editorial discussing Bitwarden PIN security, implicitly supportive of user rights | | 2026-02-28 10:30 | rater_validation_warn | Lite validation warnings for model llama-4-scout-wai: 0W 1R | - - | | 2026-02-28 10:25 | eval_success | Lite evaluated: Moderate positive (0.40) | - - | | 2026-02-28 10:25 | rater_validation_warn | Lite validation warnings for model llama-3.3-70b-wai: 0W 1R | - - | | 2026-02-28 10:25 |
eval
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Evaluated by llama-3.3-70b-wai: +0.40 (Moderate positive) | | | reasoning Exposing security abuse | | 2026-02-26 06:53 | dlq | Dead-lettered after 1 attempts: Bitwarden PINs can be brute-forced | - - | | 2026-02-26 06:44 | credit_exhausted | Credit balance too low, retrying in 273s | - - | | 2026-02-26 06:39 | credit_exhausted | Credit balance too low, retrying in 302s | - - | | 2026-02-26 06:07 | dlq | Dead-lettered after 1 attempts: Bitwarden PINs can be brute-forced | - - | | 2026-02-26 05:54 | credit_exhausted | Credit balance too low, retrying in 326s | - - | | 2026-02-26 05:38 | dlq | Dead-lettered after 1 attempts: Bitwarden PINs can be brute-forced | - - | | 2026-02-26 05:29 | credit_exhausted | Credit balance too low, retrying in 244s | - - | | |
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