Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 +0.10 Neutral 0.80 -0.10 Career Development
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 +0.10 Neutral 0.80 -0.12 Labor Rights
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 Ask HN: Would engineers be interested in a technical prep consultant?
5 points by TechPrepper 14 hours ago | 6 comments on HN | Neutral ~lite vlite-1.5
Summary ~lite Career Development Neutral
Discussion on technical interview prep services for engineers
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 185 HN snapshots · 19 evals
+1 0 −1 HN
Audit Trail 39 entries
2026-03-03 02:13 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 02:13 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-03 02:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 02:08 eval_success Lite evaluated: Neutral (0.04) - -
2026-03-03 02:08 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
reasoning
Landing page for technical prep consultant
2026-03-03 02:08 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 02:08 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-03 02:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 01:20 eval_success Lite evaluated: Neutral (0.04) - -
2026-03-03 01:20 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
reasoning
Landing page for technical prep consultant
2026-03-03 01:18 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 01:18 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-03 01:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 01:16 eval_success Lite evaluated: Neutral (0.04) - -
2026-03-03 01:16 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
reasoning
Landing page for technical prep consultant
2026-03-03 00:40 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 00:40 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-03 00:40 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 00:37 eval_success Lite evaluated: Neutral (0.04) - -
2026-03-03 00:37 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
reasoning
Landing page for technical prep consultant
2026-03-03 00:04 eval_success Lite evaluated: Neutral (0.04) - -
2026-03-03 00:04 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) -0.12
reasoning
Landing page for technical prep consultant
2026-03-03 00:04 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 00:04 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) -0.10
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-03 00:04 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-02 23:26 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-02 23:26 eval Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
reasoning
Landing page for technical prep consultant
2026-03-02 23:24 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-02 23:24 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-02 23:21 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-02 23:21 eval Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
reasoning
Landing page for technical prep consultant
2026-03-02 22:46 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-02 22:46 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-02 22:45 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-02 22:45 eval Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) +0.16
reasoning
Landing page for technical prep consultant
2026-03-02 22:41 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.16
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-02 22:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Landing page for technical prep consultant
2026-03-02 22:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Discussion on technical interview prep, no explicit human rights discussion
2026-03-02 22:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Landing page for technical prep consultant