Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.80 0.00 Job Market
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 ND Neutral 0.80 0.00 Job security
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.70 — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
0.00 Ask HN: Would you use a job board where every listing is verified?
55 points by BelVisgarra 4 days ago | 95 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Job Market Neutral
Discussion on verified job board to combat scams
EQ 0.50
SO 0.20
TD 0.10
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 772 HN snapshots · 85 evals
+1 0 −1 HN
Audit Trail 105 entries
2026-03-08 19:37 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 19:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 19:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 19:02 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-08 19:02 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-08 18:57 eval_success PSQ evaluated: g-PSQ=0.474 (3 dims) - -
2026-03-08 18:57 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) +0.02
2026-03-08 18:43 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-08 18:43 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 17:43 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-08 17:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 17:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 17:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 17:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 17:02 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-08 17:02 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-08 15:55 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-08 15:55 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 15:51 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-08 15:51 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 15:22 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-08 15:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 14:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 14:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) -0.10
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 14:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 14:39 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-08 14:39 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-08 14:11 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-08 14:11 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 14:06 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-08 14:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 13:38 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-08 13:38 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive) +0.10
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 13:25 eval_success PSQ evaluated: g-PSQ=0.474 (3 dims) - -
2026-03-08 13:25 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) 0.00
2026-03-08 13:02 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-08 13:02 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 12:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 12:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 12:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 12:15 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) 0.00
2026-03-08 11:49 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 11:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 11:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 11:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 11:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.04
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 10:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) +0.02
2026-03-08 10:37 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 10:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 10:00 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 09:55 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-08 09:34 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 09:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 09:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 08:56 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 08:51 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-08 08:51 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 08:35 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 08:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 08:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 07:46 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) +0.02
2026-03-08 07:46 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 07:41 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-08 07:33 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 06:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 06:48 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 06:40 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) 0.00
2026-03-08 06:35 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 06:30 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 05:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 05:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 05:50 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 05:42 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) +0.02
2026-03-08 05:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-08 05:31 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 04:49 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 04:48 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 04:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 04:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) 0.00
2026-03-08 04:29 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 03:50 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 03:46 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 03:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 03:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) +0.02
2026-03-08 03:33 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 02:39 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 02:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 02:35 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 02:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 02:29 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-08 02:27 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 01:33 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 01:28 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 01:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 01:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-08 01:25 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-08 00:30 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-08 00:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 00:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) +0.02
2026-03-08 00:26 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Job board verification discussion
2026-03-07 23:26 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-07 23:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-07 23:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-07 23:21 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral)
reasoning
Discussion on verified job board, tangential to human rights, low transparency
2026-03-07 23:21 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral)
reasoning
Job board verification discussion