Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.90 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 -1.00 Moderate negative 0.80 0.98 Technical Optimization
@cf/meta/llama-4-scout-17b-16e-instruct lite -1.00 -0.20 Strong negative 1.00 -0.89 Technology Optimization
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 185-Microsecond Type Hint (blog.sturdystatistics.com)
70 points by kianN 3 days ago | 13 comments on HN ~lite vlite-2.0
Summary ~lite
A technical blog post about optimizing Clojure code for performance.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 429 HN snapshots · 115 evals
+1 0 −1 HN
Audit Trail 135 entries
2026-03-05 06:49 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 06:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 06:44 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 06:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 06:42 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-05 06:42 eval Evaluated by llama-3.3-70b-wai-psq: +0.12 (Mild positive) 0.00
2026-03-05 06:37 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-05 06:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.12 (Mild positive)
2026-03-04 18:43 eval_success Lite evaluated: Moderate negative (-0.52) - -
2026-03-04 18:43 eval Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative) 0.00
reasoning
Technical blog post on optimization
2026-03-04 17:44 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 17:44 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) -0.76
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-04 17:22 eval_success Lite evaluated: Moderate negative (-0.52) - -
2026-03-04 17:22 eval Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative) -0.60
reasoning
Technical blog post on optimization
2026-03-04 06:40 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 06:40 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-04 06:40 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 06:27 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 06:27 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-04 06:27 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 06:22 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 06:22 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-04 06:22 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 02:07 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 02:07 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-04 02:07 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 01:57 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 01:57 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-04 01:57 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 01:51 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 01:51 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-04 01:51 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 01:22 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 01:22 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-04 01:17 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-04 01:14 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-04 00:37 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-04 00:33 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 23:58 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 23:53 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 23:52 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 23:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 23:12 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 23:07 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 22:40 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 22:37 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 22:35 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 22:09 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 22:03 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 21:10 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 21:05 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 20:36 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 20:26 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 20:22 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 20:06 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 19:40 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 19:34 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 19:21 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 18:48 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 18:36 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 18:11 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 18:05 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 18:00 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 17:33 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 17:20 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 16:55 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 16:49 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 16:48 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 16:11 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 16:09 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 16:03 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 15:24 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 15:20 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 14:51 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 14:48 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 14:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 14:43 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 14:00 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 13:59 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 13:22 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 13:19 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 12:36 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 12:35 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 12:30 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 11:56 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 11:49 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 11:12 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 11:02 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 10:27 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 10:17 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 10:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 09:42 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 09:25 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 09:05 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 09:00 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 08:52 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 08:20 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 08:13 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 07:47 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 07:42 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 07:36 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 06:59 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 06:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 06:14 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 06:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 06:09 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 05:35 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 05:35 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 05:30 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 04:52 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 04:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 04:41 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 04:25 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 04:09 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 03:49 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 03:32 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 03:27 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 03:12 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 02:53 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 02:34 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 02:29 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 02:18 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 02:00 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 01:37 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 01:14 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 00:59 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 00:37 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimization
2026-03-03 00:17 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 00:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.08
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-03 00:04 eval Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) -0.08
reasoning
Technical blog post on optimization
2026-03-02 23:41 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) -0.04
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-02 23:33 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive) +0.04
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-02 23:27 eval Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
reasoning
Technical blog post on optimization
2026-03-02 22:59 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive)
reasoning
Technical blog post on optimizing Clojure code, no human rights discussion
2026-03-02 22:56 eval Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive)
reasoning
Technical blog post on optimization