Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.40 +0.20 Moderate positive 0.90 0.28 Open Source Freedom
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 +0.16 Moderate positive 0.80 0.31 Open Source Rights
openai/gpt-oss-120b:free lite ND ND — — — —
google/gemma-3-27b-it:free lite ND ND — — — —
qwen/qwen3-coder:free lite ND ND — — — —
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 openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
ND The exploitation paradox in open source (lwn.net)
16 points by pabs3 2 days ago | 4 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses the exploitation paradox in open source, highlighting recurring crises and challenges.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 87 HN snapshots · 48 evals
+1 0 −1 HN
Audit Trail 68 entries
2026-03-05 06:27 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-05 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-05 06:26 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-05 06:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-05 06:21 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-05 06:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-03-03 18:07 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 18:07 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 18:02 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 18:02 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 17:56 eval_success Lite evaluated: Moderate positive (0.30) - -
2026-03-03 17:56 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 17:51 eval_success Lite evaluated: Moderate positive (0.30) - -
2026-03-03 17:51 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 17:21 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 17:21 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 17:11 eval_success Lite evaluated: Moderate positive (0.43) - -
2026-03-03 17:11 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 16:46 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 16:46 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 16:35 eval_success Lite evaluated: Moderate positive (0.43) - -
2026-03-03 16:35 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) +0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 16:07 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 16:07 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 15:52 eval_success Lite evaluated: Moderate positive (0.30) - -
2026-03-03 15:52 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 15:22 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 15:22 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 15:11 eval_success Lite evaluated: Moderate positive (0.30) - -
2026-03-03 15:11 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 14:50 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 14:50 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 14:45 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 14:45 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 14:32 eval_success Lite evaluated: Moderate positive (0.43) - -
2026-03-03 14:32 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) +0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 14:00 eval_success Lite evaluated: Moderate positive (0.32) - -
2026-03-03 14:00 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 13:47 eval_success Lite evaluated: Moderate positive (0.30) - -
2026-03-03 13:47 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 13:22 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 13:17 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 13:04 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 12:34 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 12:20 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 11:55 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 11:37 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 11:32 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 11:09 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 10:50 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 10:45 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 10:25 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 10:04 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) +0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 09:40 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 09:11 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 09:06 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 09:02 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 08:56 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 08:27 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 08:22 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) +0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 08:14 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 07:47 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) 0.00
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 07:42 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive) -0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 07:40 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 06:57 eval Evaluated by llama-4-scout-wai: +0.43 (Moderate positive) +0.13
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 06:55 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive) 0.00
reasoning
Open source exploitation paradox discussion
2026-03-03 06:12 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive)
reasoning
Editorial discussion on open source exploitation, implicit rights alignment through access and freedom themes
2026-03-03 06:11 eval Evaluated by llama-3.3-70b-wai: +0.32 (Moderate positive)
reasoning
Open source exploitation paradox discussion