ND Understanding Transformers Using a Minimal Example (rti.github.io)
295 points by rttti 188 days ago | 25 comments on HN ~lite vlite-2.0
Summary ~lite
This article provides an educational and transparent explanation of Transformer models.
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 21 entries
2026-03-05 12:06 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 12:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 12:01 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 12:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 11:50 eval_success PSQ evaluated: g-PSQ=0.322 (3 dims) - -
2026-03-05 11:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-02-28 08:43 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, neutral tech tutorial
2026-02-28 08:43 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 08:36 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:36 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical tutorial on AI
2026-02-28 08:36 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-26 06:55 dlq Dead-lettered after 1 attempts: Understanding Transformers Using a Minimal Example - -
2026-02-26 06:45 credit_exhausted Credit balance too low, retrying in 304s - -
2026-02-26 06:40 credit_exhausted Credit balance too low, retrying in 311s - -
2026-02-26 06:07 dlq Dead-lettered after 1 attempts: Understanding Transformers Using a Minimal Example - -
2026-02-26 05:45 dlq Dead-lettered after 1 attempts: Understanding Transformers Using a Minimal Example - -
2026-02-26 05:45 credit_exhausted Credit balance too low, retrying in 312s - -
2026-02-26 05:34 credit_exhausted Credit balance too low, retrying in 308s - -
2026-02-26 04:44 eval_success Evaluated: Mild positive (0.26) - -
2026-02-26 04:44 eval Evaluated by claude-haiku-4-5-20251001: +0.26 (Mild positive) 13,958 tokens