Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.70 +0.20 Moderate positive 0.90 0.59 Surveillance
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.70 +0.20 Moderate positive 0.90 0.59 Surveillance State
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @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
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
ND Traffic Violation! License Plate Reader Mission Creep Is Already Here (www.eff.org)
18 points by hn_acker 12 days ago | 2 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses ALPR mission creep and potential misuse for traffic enforcement.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 32 HN snapshots · 10 evals
+1 0 −1 HN
Audit Trail 24 entries
2026-03-27 04:33 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-27 04:33 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-27 04:29 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-03-27 04:29 eval Evaluated by llama-4-scout-wai: +0.50 (Moderate positive) 0.00
reasoning
The content discusses the use of automated license plate readers (ALPRs) and their potential for mission creep, highligh
2026-03-27 04:29 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-27 03:18 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-27 03:18 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-27 03:15 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-03-27 03:15 eval Evaluated by llama-4-scout-wai: +0.50 (Moderate positive) 0.00
reasoning
The content discusses the use of automated license plate readers (ALPRs) and their potential for mission creep, highligh
2026-03-27 03:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-27 02:04 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-27 02:04 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-27 02:02 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-03-27 02:02 eval Evaluated by llama-4-scout-wai: +0.50 (Moderate positive) 0.00
reasoning
The content discusses the use of automated license plate readers (ALPRs) and their potential for mission creep, highligh
2026-03-27 02:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-27 00:46 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-27 00:46 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive)
2026-03-27 00:45 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-03-27 00:45 eval Evaluated by llama-4-scout-wai: +0.50 (Moderate positive)
reasoning
The content discusses the use of automated license plate readers (ALPRs) and their potential for mission creep, highligh
2026-03-27 00:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-27 00:21 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-27 00:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-03-27 00:17 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-03-27 00:17 eval Evaluated by llama-3.3-70b-wai: +0.50 (Moderate positive)
reasoning
EFF blog post on ALPR mission creep