Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Technical Research
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
0.00 Defeating Nondeterminism in LLM Inference (thinkingmachines.ai)
345 points by jxmorris12 170 days ago | 130 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Technical Research Neutral
Technical post on LLM inference
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Audit Trail 18 entries
2026-02-28 08:26 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:26 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 08:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-28 08:21 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:21 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 08:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-26 06:54 dlq Dead-lettered after 1 attempts: Defeating Nondeterminism in LLM Inference - -
2026-02-26 06:45 credit_exhausted Credit balance too low, retrying in 273s - -
2026-02-26 06:40 credit_exhausted Credit balance too low, retrying in 302s - -
2026-02-26 06:06 dlq Dead-lettered after 1 attempts: Defeating Nondeterminism in LLM Inference - -
2026-02-26 05:49 dlq Dead-lettered after 1 attempts: Defeating Nondeterminism in LLM Inference - -
2026-02-26 05:47 dlq Dead-lettered after 1 attempts: Defeating Nondeterminism in LLM Inference - -
2026-02-26 05:45 credit_exhausted Credit balance too low, retrying in 286s - -
2026-02-26 05:39 credit_exhausted Credit balance too low, retrying in 303s - -
2026-02-26 05:34 credit_exhausted Credit balance too low, retrying in 349s - -
2026-02-26 05:33 credit_exhausted Credit balance too low, retrying in 342s - -
2026-02-26 05:01 dlq Dead-lettered after 1 attempts: Defeating Nondeterminism in LLM Inference - -
2026-02-26 04:51 credit_exhausted Credit balance too low, retrying in 264s - -