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 Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Tech workforce
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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 AI Made Writing Code Easier. It Made Being an Engineer Harder (www.ivanturkovic.com)
387 points by saikatsg 1 days ago | 304 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Technology Neutral
Article discusses AI impact on coding and engineering
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 377 HN snapshots · 86 evals
+1 0 −1 HN
Audit Trail 106 entries
2026-03-02 18:55 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 18:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 18:50 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 18:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 18:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 18:42 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 17:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 17:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 16:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 16:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 14:58 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 14:55 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:55 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 14:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 14:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 14:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 14:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 13:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 13:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 13:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 12:50 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 12:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 12:06 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 12:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 12:01 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 12:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 11:22 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 11:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 11:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 11:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 10:34 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 10:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 10:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 09:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 09:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 09:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 09:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 08:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 08:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 08:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 07:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 07:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 06:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 06:44 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 06:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 06:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 06:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 05:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 05:25 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 05:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 04:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 04:46 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 04:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 04:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 03:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 03:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 03:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 02:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 02:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 02:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 01:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 01:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 01:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 00:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 00:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 00:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-02 00:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-02 00:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 23:19 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 23:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 23:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 22:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 22:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 21:58 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 21:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 21:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 21:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 21:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 20:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 20:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 20:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 19:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 19:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 19:05 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 18:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 18:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 17:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 17:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 17:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 17:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 16:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 16:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 15:58 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech editorial neutral stance
2026-03-01 15:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech opinion piece
2026-03-01 14:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, neutral tech opinion piece
2026-03-01 14:55 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Tech editorial neutral stance