ND I Reverse-Engineered the TiinyAI Pocket Lab from Marketing Photos (bay41.com)
78 points by davidklemke 4 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