Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.73 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.60 Mild negative 1.00 0.60 AI job impact
Section @cf/meta/llama-4-scout-17b-16e-instruct 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
ND I'm a project manager, to the engineers: how replaceable do you think my job is?
9 points by ferociousmadman 6 days ago | 21 comments on HN ~lite vlite-2.0
Summary ~lite
A project manager contemplates job security amid AI advancements.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 171 HN snapshots · 16 evals
+1 0 −1 HN
Audit Trail 36 entries
2026-03-13 22:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 22:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 22:51 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-13 22:51 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on AI impact on project management jobs, no explicit human rights mention
2026-03-13 22:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 20:44 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 20:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 20:20 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-13 20:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on AI impact on project management jobs, no explicit human rights mention
2026-03-13 20:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 19:13 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 19:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 18:56 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-13 18:56 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on AI impact on project management jobs, no explicit human rights mention
2026-03-13 18:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 17:27 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 17:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 17:22 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-13 17:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on AI impact on project management jobs, no explicit human rights mention
2026-03-13 17:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 16:01 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 16:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 15:56 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-13 15:56 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on AI impact on project management jobs, no explicit human rights mention
2026-03-13 15:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 15:24 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 15:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 15:19 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-13 15:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 15:19 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on AI impact on project management jobs, no explicit human rights mention
2026-03-13 14:44 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 14:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 14:41 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-13 14:41 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Discussion on AI impact on project management jobs, no explicit human rights mention
2026-03-13 14:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-13 13:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Discussion on AI impact on project management jobs, no explicit human rights mention