Model Comparison
Model Editorial Structural Class Conf SETL Theme
claude-haiku-4-5 lite +0.65 ND Strong positive 0.75 0.00 Digital autonomy & choice
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 ND Mild positive 0.80 0.00 Digital Rights
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.56 ND Moderate positive 0.90 0.00 Social Media
Section claude-haiku-4-5 lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble ND ND ND
Article 1 ND ND ND
Article 2 ND ND ND
Article 3 ND ND ND
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 ND ND ND
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND ND
Article 12 ND ND ND
Article 13 ND ND ND
Article 14 ND ND ND
Article 15 ND ND ND
Article 16 ND ND ND
Article 17 ND ND ND
Article 18 ND ND ND
Article 19 ND ND ND
Article 20 ND ND ND
Article 21 ND ND ND
Article 22 ND ND ND
Article 23 ND ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND ND
Article 27 ND ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
+0.65 Facebook, You Needy Sonofabitch (bradfrost.com)
1111 points by ingve 3091 days ago | 387 comments on HN | Strong positive ~lite vlight-1.3
Summary ~lite Digital autonomy & choice Advocates
Critiques Facebook's manipulative engagement tactics that undermine user autonomy.
EQ 0.70
SO 0.50
TD 0.30
Light evaluation by claude-haiku-4-5 · editorial channel only · no per-section breakdown available
Audit Trail 44 entries
2026-02-28 07:42 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 07:42 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 07:42 model_divergence Cross-model spread 0.45 exceeds threshold (3 models) - -
2026-02-28 07:42 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 07:18 model_divergence Cross-model spread 0.45 exceeds threshold (3 models) - -
2026-02-28 07:18 eval_success Light evaluated: Moderate positive (0.56) - -
2026-02-28 07:18 eval Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
2026-02-28 07:18 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 07:16 model_divergence Cross-model spread 0.45 exceeds threshold (3 models) - -
2026-02-28 07:16 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 07:16 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 07:16 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:14 model_divergence Cross-model spread 0.45 exceeds threshold (3 models) - -
2026-02-28 06:14 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 06:14 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 06:14 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:53 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 05:53 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:53 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 05:44 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 05:44 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 05:44 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:05 eval_success Light evaluated: Moderate positive (0.56) - -
2026-02-28 05:05 eval Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) -0.24
2026-02-28 05:05 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 04:50 eval_success Light evaluated: Strong positive (0.80) - -
2026-02-28 04:50 eval Evaluated by llama-4-scout-wai: +0.80 (Strong positive) 0.00
2026-02-28 04:50 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-02-28 04:41 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 04:04 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 03:28 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.20
2026-02-28 03:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) -0.20
2026-02-28 03:26 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 03:22 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 02:56 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 02:44 eval Evaluated by llama-4-scout-wai: +0.80 (Strong positive) 0.00
2026-02-28 02:44 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) 0.00
2026-02-28 02:43 eval Evaluated by llama-4-scout-wai: +0.80 (Strong positive) 0.00
2026-02-28 02:30 eval Evaluated by llama-4-scout-wai: +0.80 (Strong positive) 0.00
2026-02-28 02:25 eval Evaluated by llama-4-scout-wai: +0.80 (Strong positive) 0.00
2026-02-28 02:16 eval Evaluated by llama-4-scout-wai: +0.80 (Strong positive) 0.00
2026-02-28 02:11 eval Evaluated by llama-4-scout-wai: +0.80 (Strong positive)
2026-02-28 01:52 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
2026-02-28 01:14 eval Evaluated by claude-haiku-4-5: +0.65 (Strong positive)