Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.28 ND Mild positive 0.80 0.00 Cybersecurity Rights
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Digital Security
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
+0.28 Your Device Identity Is Probably a Liability (smallstep.com)
13 points by eustoria 3 days ago | 4 comments on HN | Mild positive ~lite vlite-1.4
Summary ~lite Cybersecurity Rights Acknowledges
Article discusses device identity in Zero Trust security
EQ 0.60
SO 0.70
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 17 HN snapshots · 4 evals
+1 0 −1 HN
Audit Trail 13 entries
2026-02-28 10:32 model_divergence Cross-model spread 0.28 exceeds threshold (2 models) - -
2026-02-28 10:32 eval_success Lite evaluated: Mild positive (0.28) - -
2026-02-28 10:32 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) +0.28
reasoning
ED, tech advocacy with implicit rights lean
2026-02-28 10:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:54 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:54 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, tech advocacy with implicit rights lean
2026-02-28 09:54 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:54 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog on device identity
2026-02-28 09:05 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:05 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:05 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog on device identity