Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Business Fraud
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Tech Fraud
claude-haiku-4-5-20251001 ND ND — — — —
claude-haiku-4-5 lite 0.00 ND Neutral 0.05 0.00 Insufficient content
meta-llama/llama-3.3-70b-instruct:free ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite claude-haiku-4-5-20251001 claude-haiku-4-5 lite meta-llama/llama-3.3-70b-instruct:free
Preamble ND ND ND ND ND
Article 1 ND ND ND ND ND
Article 2 ND ND ND ND ND
Article 3 ND ND ND ND ND
Article 4 ND ND ND ND ND
Article 5 ND ND ND ND ND
Article 6 ND ND ND ND ND
Article 7 ND ND ND ND ND
Article 8 ND ND ND ND ND
Article 9 ND ND ND ND ND
Article 10 ND ND ND ND ND
Article 11 ND ND ND ND ND
Article 12 ND ND ND ND ND
Article 13 ND ND ND ND ND
Article 14 ND ND ND ND ND
Article 15 ND ND ND ND ND
Article 16 ND ND ND ND ND
Article 17 ND ND ND ND ND
Article 18 ND ND ND ND ND
Article 19 ND ND ND ND ND
Article 20 ND ND ND ND ND
Article 21 ND ND ND ND ND
Article 22 ND ND ND ND ND
Article 23 ND ND ND ND ND
Article 24 ND ND ND ND ND
Article 25 ND ND ND ND ND
Article 26 ND ND ND ND ND
Article 27 ND ND ND ND ND
Article 28 ND ND ND ND ND
Article 29 ND ND ND ND ND
Article 30 ND ND ND ND ND
0.00 Uber discovered they’d been defrauded out of 2/3 of their ad spend (twitter.com)
1793 points by rbanffy 1884 days ago | 891 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Business Fraud Neutral
Reports on Uber's ad spend fraud, no human rights focus
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 13 evals
+1 0 −1 HN
Audit Trail 33 entries
2026-03-01 17:07 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 17:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on Uber's ad spend fraud, no rights focus
2026-03-01 16:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 16:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CO neutral tech report
2026-03-01 16:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 16:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CO neutral tech report
2026-03-01 15:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 15:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on Uber's ad spend fraud, no rights focus
2026-03-01 15:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 15:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CO neutral tech report
2026-02-28 15:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 15:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial stance on Uber's ad spend fraud, no rights focus
2026-02-28 14:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 14:42 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CO neutral tech report
2026-02-28 09:34 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:34 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CO neutral tech report
2026-02-28 09:33 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:06 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
CO neutral tech report
2026-02-28 09:06 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 08:50 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
CO neutral tech report
2026-02-28 08:50 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 07:48 dlq_replay DLQ message 97779 replayed to WORKERS_AI_QUEUE: Uber discovered they’d been defrauded out of 2/3 of their ad spend - -
2026-02-28 07:48 dlq_replay DLQ message 97772 replayed to WORKERS_AI_QUEUE: Uber discovered they’d been defrauded out of 2/3 of their ad spend - -
2026-02-28 07:48 dlq_replay DLQ message 97764 replayed to WORKERS_AI_QUEUE: Uber discovered they’d been defrauded out of 2/3 of their ad spend - -
2026-02-28 01:40 dlq Dead-lettered after 1 attempts: Uber discovered they’d been defrauded out of 2/3 of their ad spend - -
2026-02-28 01:38 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:37 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:36 dlq_replay DLQ message 97668 replayed to LLAMA_QUEUE: Uber discovered they’d been defrauded out of 2/3 of their ad spend - -
2026-02-27 16:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Editorial stance on Uber's ad spend fraud, no rights focus
2026-02-27 13:27 eval Evaluated by deepseek-v3.2: +0.12 (Mild positive) 16,223 tokens
2026-02-27 12:37 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral)