Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.57 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.40 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 No theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -1.00 Moderate negative 0.50 1.00 —
@cf/qwen/qwen3-30b-a3b-fp8 lite ND ND — — — —
@cf/qwen/qwen3-30b-a3b-fp8 lite ND ND — — — —
google/gemma-3-27b-it:free lite ND ND — — — —
openai/gpt-oss-120b: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 @cf/qwen/qwen3-30b-a3b-fp8 lite @cf/qwen/qwen3-30b-a3b-fp8 lite google/gemma-3-27b-it:free lite openai/gpt-oss-120b:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND ND ND
ND Approximation Game (lcamtuf.substack.com)
12 points by surprisetalk 10 days ago | 2 comments on HN ~lite vlite-2.0
Summary ~lite
Technical article with no visible threats or hostile language.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 194 HN snapshots · 31 evals
+1 0 −1 HN
Audit Trail 51 entries
2026-03-07 17:13 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 16:49 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 16:17 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 15:20 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 15:15 eval_failure Evaluation failed: Error: OpenRouter API error 400: {"error":{"message":"Provider returned error","code":400,"metadata":{"raw":"{\n \"error\": {\n \"code\": 400,\n \"message\": \"Developer instruction is not enab - -
2026-03-07 15:15 eval_retry OpenRouter error 400 model=gemma-3-27b - -
2026-03-07 15:10 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 15:04 rate_limit Rate limited (429), retrying in 52s - -
2026-03-07 14:59 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 14:54 rate_limit Rate limited (429), retrying in 68s - -
2026-03-07 14:54 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 14:54 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 14:49 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 04:48 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 04:43 self_throttle Self-throttle: circuit-breaker: 4 consecutive 429s - -
2026-03-07 02:06 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 01:00 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 00:49 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 00:49 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-06 23:42 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-06 04:50 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) 0.00
2026-03-06 04:11 eval Evaluated by llama-3.3-70b-wai-psq: -0.08 (Neutral) +0.16
2026-03-05 18:40 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) 0.00
2026-03-05 18:35 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral) -0.10
2026-03-05 14:48 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-05 07:49 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) +0.10
2026-03-05 06:48 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-05 04:43 eval Evaluated by llama-4-scout-wai-psq: -0.05 (Neutral)
2026-03-05 04:26 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-05 04:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-05 04:02 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-05 03:25 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-05 03:16 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-05 02:46 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-05 02:43 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-05 02:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-05 02:02 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-05 01:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-05 01:19 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-05 01:13 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-05 00:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-05 00:36 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-05 00:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-04 23:54 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-04 23:49 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-04 23:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-04 23:10 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-04 22:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Empty content, no rights discussion
2026-03-04 22:26 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-04 22:21 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative)
reasoning
Content appears to be a Substack article with font-face CSS definitions
2026-03-04 22:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Empty content, no rights discussion