Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.70 -0.20 Moderate positive 0.90 0.79 Surveillance Rights
@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 — 0.67 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.60 -0.20 Mild positive 0.90 0.69 Digital Surveillance
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
+0.70 Fedware: Government Apps That Spy Harder Than the Apps They Ban (www.sambent.com)
663 points by speckx 1 days ago | 267 comments on HN | Moderate positive ~lite vlite-1.6
Summary ~lite Surveillance Rights Advocates
Exposes government apps with potential spyware and surveillance capabilities.
EQ 0.80
SO 0.70
TD 0.60
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 950 HN snapshots · 81 evals
+1 0 −1 HN
Audit Trail 101 entries
2026-04-01 03:57 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-04-01 03:57 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-04-01 03:41 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-04-01 03:41 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-04-01 03:01 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-04-01 03:01 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-04-01 02:33 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-04-01 02:33 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-04-01 01:33 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-04-01 01:33 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-04-01 01:03 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-04-01 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 23:44 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-31 23:44 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 23:12 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-31 23:12 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 22:18 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-31 22:18 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 21:48 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-31 21:48 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 21:07 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-31 21:07 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 20:32 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-31 20:32 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 19:51 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-31 19:51 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 19:04 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-31 19:04 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 18:54 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-31 18:54 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 18:11 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-31 18:11 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 18:08 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-31 18:08 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 17:27 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-31 17:27 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 17:26 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-31 17:26 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 16:40 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-31 16:40 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 16:38 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 15:52 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 15:49 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 15:15 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 15:10 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 14:33 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 14:26 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 13:42 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 13:32 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 13:03 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 12:53 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 12:28 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 12:16 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 11:52 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 11:39 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 11:17 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 11:05 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 10:42 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 10:29 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 10:07 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 09:50 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 09:31 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 09:14 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 08:57 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 08:37 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 08:22 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 08:01 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 07:44 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 07:22 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 07:09 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 06:46 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 06:35 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 06:12 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 06:00 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 05:38 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 05:26 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 05:21 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 05:01 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 04:44 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 04:22 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 04:10 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 03:48 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 03:39 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 03:17 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 03:09 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 02:41 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 02:33 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 02:11 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 02:07 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 01:21 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-31 01:18 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-31 00:06 eval Evaluated by llama-3.3-70b-wai-psq: -0.35 (Moderate negative)
2026-03-31 00:02 eval Evaluated by llama-3.3-70b-wai: +0.28 (Mild positive)
reasoning
Exposing surveillance abuses
2026-03-30 23:44 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-30 23:42 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-30 22:35 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-30 22:30 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-30 21:20 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral) 0.00
2026-03-30 21:18 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) 0.00
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.
2026-03-30 20:04 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral)
2026-03-30 20:04 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive)
reasoning
The content discusses government apps and their potential for surveillance, implicating human rights concerns.