Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology Review
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 +0.20 Mild positive 0.90 0.00 Consumer Protection
Section @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 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND I Reverse-Engineered the TiinyAI Pocket Lab from Marketing Photos (bay41.com)
78 points by davidklemke 5 days ago | 26 comments on HN ~lite vlite-2.0
Summary ~lite
The author scrutinizes TiinyAI's Pocket Lab, revealing potential marketing deception.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 196 HN snapshots · 32 evals
+1 0 −1 HN
Audit Trail 52 entries
2026-03-23 11:36 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-23 11:36 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-23 11:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 11:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 11:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 11:01 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-23 11:01 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-23 10:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 10:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 10:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 10:24 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-23 10:24 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) -0.23
2026-03-23 10:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 10:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 10:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 09:46 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-23 09:46 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.23
2026-03-23 09:32 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 09:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 09:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 09:06 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-23 09:06 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-23 08:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 08:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 08:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 08:29 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-23 08:29 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-23 08:22 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 08:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 08:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 07:53 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-23 07:53 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-23 07:47 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 07:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 07:18 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-23 07:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 06:42 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) -0.23
2026-03-23 06:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 06:07 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.23
2026-03-23 05:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 05:31 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-23 05:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 04:54 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) 0.00
2026-03-23 04:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 04:16 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive) +0.16
2026-03-23 04:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 03:06 eval Evaluated by llama-4-scout-wai-psq: +0.05 (Neutral) -0.16
2026-03-23 03:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 02:01 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive)
2026-03-23 01:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical review of TiinyAI Pocket Lab, no explicit human rights discussion
2026-03-23 00:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive)
2026-03-23 00:34 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
reasoning
Investigative tech review