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 ND Neutral 1.00 0.00 Developer Tools
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.67 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Developer Team Integration
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @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
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
ND Ask HN: What's your biggest pain point when joining a new developer team?
8 points by KevStatic 6 days ago | 15 comments on HN ~lite vlite-2.0
Summary ~lite
Discussion on pain points for new developers joining a team.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 446 HN snapshots · 10 evals
+1 0 −1 HN
Audit Trail 25 entries
2026-03-14 00:40 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 00:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 00:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 00:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on developer tools, no human rights discussion
2026-03-14 00:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 00:26 eval_success PSQ evaluated: g-PSQ=0.450 (3 dims) - -
2026-03-14 00:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive)
2026-03-14 00:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 00:22 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-14 00:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Developer team pain points discussion
2026-03-13 23:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 23:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 23:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 23:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on developer tools, no human rights discussion
2026-03-13 23:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 22:34 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 22:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 22:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 22:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on developer tools, no human rights discussion
2026-03-13 22:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 21:11 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 21:11 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-13 21:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 21:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical discussion on developer tools, no human rights discussion
2026-03-13 21:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -