ND Ask HN: Would engineers be interested in a technical prep consultant?
7 points by TechPrepper 3 days ago | 8 comments on HN ~lite vlite-2.0
Summary ~lite
Engineer interest in technical prep consulting gauged.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 645 HN snapshots · 21 evals
+1 0 −1 HN
Audit Trail 41 entries
2026-03-05 06:45 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-05 06:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 06:39 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-05 06:39 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive)
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 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 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