Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.60 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.77 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Email Service
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Digital Rights
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-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct 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
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 Show HN: Tanstaafl – Pay-to-inbox email on Bitcoin Lightning (tanstaafl.email)
30 points by NikoBlack 2 days ago | 56 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral product presentation
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 54 HN snapshots · 12 evals
+1 0 −1 HN
Audit Trail 29 entries
2026-03-07 12:09 eval_success PSQ evaluated: g-PSQ=0.267 (3 dims) - -
2026-03-07 12:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-07 12:08 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 12:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:40 eval_success PSQ evaluated: g-PSQ=0.267 (3 dims) - -
2026-03-07 11:40 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-07 11:37 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 11:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:35 eval_success PSQ evaluated: g-PSQ=0.267 (3 dims) - -
2026-03-07 11:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-07 11:08 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 11:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-07 11:08 eval_success PSQ evaluated: g-PSQ=0.267 (3 dims) - -
2026-03-07 11:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive)
2026-03-07 11:05 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 11:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content is a product presentation for Tanstaafl, a pay-to-inbox email service on Bitcoin Lightning, with no explicit
2026-03-07 11:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-07 11:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 11:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content is a product presentation for Tanstaafl, a pay-to-inbox email service on Bitcoin Lightning, with no explicit
2026-03-07 11:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-07 10:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 10:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content is a product presentation for Tanstaafl, a pay-to-inbox email service on Bitcoin Lightning, with no explicit
2026-03-07 10:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-07 10:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 10:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
The content is a product presentation for Tanstaafl, a pay-to-inbox email service on Bitcoin Lightning, with no explicit
2026-03-07 10:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-07 10:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 10:49 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-07 10:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Landing page for email service