Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 open source
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Open Source
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-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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
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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 Writing an open source GPU driver without the hardware (www.collabora.com)
446 points by mfilion 1506 days ago | 90 comments on HN ~lite vlite-2.0
Summary ~lite
The article discusses developing open-source GPU drivers without hardware, focusing on reverse-engineering and testing techniques.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 26 entries
2026-03-05 16:26 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 16:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 16:17 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 16:17 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-02-28 11:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 11:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech blog post
2026-02-28 11:14 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 11:14 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, neutral tech blog post
2026-02-28 11:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:12 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 11:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Tech blog with no rights stance
2026-02-28 11:08 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-26 06:58 dlq Dead-lettered after 1 attempts: Writing an open source GPU driver without the hardware - -
2026-02-26 06:49 credit_exhausted Credit balance too low, retrying in 251s - -
2026-02-26 06:43 credit_exhausted Credit balance too low, retrying in 358s - -
2026-02-26 06:38 credit_exhausted Credit balance too low, retrying in 287s - -
2026-02-26 06:37 dlq Dead-lettered after 1 attempts: Writing an open source GPU driver without the hardware - -
2026-02-26 06:33 dlq Dead-lettered after 1 attempts: Writing an open source GPU driver without the hardware - -
2026-02-26 06:29 credit_exhausted Credit balance too low, retrying in 259s - -
2026-02-26 06:24 dlq Dead-lettered after 1 attempts: Writing an open source GPU driver without the hardware - -
2026-02-26 06:23 dlq Dead-lettered after 1 attempts: Writing an open source GPU driver without the hardware - -
2026-02-26 06:23 dlq Dead-lettered after 1 attempts: Writing an open source GPU driver without the hardware - -