Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Ad Supported AI
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Advertising AI
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
0.00 I built a demo of what AI chat will look like when it's "free" and ad-supported (99helpers.com)
474 points by nickk81 14 hours ago | 268 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Ad Supported AI Neutral
Satirical demo of AI chat
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Longitudinal 407 HN snapshots · 39 evals
+1 0 −1 HN
Audit Trail 59 entries
2026-03-02 02:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 02:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-02 02:05 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-02 02:05 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-02 01:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 01:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-02 01:09 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-02 01:09 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-02 00:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 00:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-02 00:30 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-02 00:30 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-02 00:25 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-02 00:25 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-02 00:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 00:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 23:27 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-03-01 23:27 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) +0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 23:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 23:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 22:39 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 22:39 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 22:28 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 22:28 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 22:02 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 22:02 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 21:55 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 21:55 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 21:13 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-03-01 21:13 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) +0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 21:07 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 21:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 21:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 21:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 20:38 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-01 20:38 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 20:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 20:19 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 19:54 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-03-01 19:54 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) +0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 19:48 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 19:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 19:08 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 19:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 18:28 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 18:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 17:18 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 17:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 17:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 16:02 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 15:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 14:58 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) 0.00
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 14:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 14:17 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive) +0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 14:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 14:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Satirical demo of ad-supported AI chat
2026-03-01 13:28 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) -0.30
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 13:23 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
reasoning
Editorial stance on ad-supported AI chat demo
2026-03-01 13:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Satirical demo of ad-supported AI chat