Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.60 -0.20 Mild positive 0.90 0.69 Surveillance Infrastructure
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.60 -0.20 Mild positive 0.90 0.69 Surveillance Lobbying
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct 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
ND I traced $2B in nonprofit grants for Meta and Age Verification lobbying
97 points by theseusares 5 days ago | 20 comments on HN ~lite vlite-2.0
Summary ~lite
Exposes Meta lobbying
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 1111 HN snapshots · 27 evals
+1 0 −1 HN
Audit Trail 47 entries
2026-03-14 00:27 eval_success PSQ evaluated: g-PSQ=0.166 (3 dims) - -
2026-03-14 00:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive)
2026-03-14 00:24 eval_success Lite evaluated: Mild positive (0.28) - -
2026-03-14 00:24 eval Evaluated by llama-3.3-70b-wai: +0.28 (Mild positive)
reasoning
Investigative journalism exposing lobbying abuses
2026-03-13 23:20 eval_success Lite evaluated: Mild positive (0.28) - -
2026-03-13 23:20 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 23:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 22:14 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-13 22:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-13 22:01 eval_success Lite evaluated: Mild positive (0.28) - -
2026-03-13 22:01 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 21:12 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-13 20:17 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 20:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 20:15 eval_success Lite evaluated: Mild positive (0.28) - -
2026-03-13 20:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 20:15 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 18:53 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 18:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 18:51 eval_success Lite evaluated: Mild positive (0.28) - -
2026-03-13 18:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 18:51 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 17:50 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 17:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 17:24 eval_success Lite evaluated: Mild positive (0.28) - -
2026-03-13 17:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 17:24 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 16:06 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 16:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 15:58 eval_success Lite evaluated: Mild positive (0.28) - -
2026-03-13 15:58 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 15:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 15:28 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 15:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 15:19 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 14:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-13 14:41 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 14:03 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-13 13:57 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 13:25 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-13 13:21 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 12:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-13 12:45 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 12:10 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-13 12:06 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive) 0.00
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a
2026-03-13 11:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-13 11:31 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive)
reasoning
Investigative journalism exposing Meta's influence on 'age verification' bills, linking to surveillance infrastructure a