ND Show HN: Codala, a social network built on scanning barcodes (play.google.com)
62 points by hsynkrkye 9 days ago | 50 comments on HN ~lite vlite-2.0
Summary ~lite
Google Play Store listing for Codala app appears generally safe but lacks transparency.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 765 HN snapshots · 78 evals
+1 0 −1 HN
Audit Trail 98 entries
2026-03-24 00:53 eval_success PSQ evaluated: g-PSQ=0.443 (3 dims) - -
2026-03-24 00:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.56
2026-03-24 00:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-24 00:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-24 00:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 23:56 eval_success PSQ evaluated: g-PSQ=1.000 (3 dims) - -
2026-03-23 23:56 eval Evaluated by llama-4-scout-wai-psq: +1.00 (Strong positive) 0.00
2026-03-23 23:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 23:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 23:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 23:14 eval_success PSQ evaluated: g-PSQ=1.000 (3 dims) - -
2026-03-23 23:14 eval Evaluated by llama-4-scout-wai-psq: +1.00 (Strong positive) 0.00
2026-03-23 22:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 22:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 22:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 22:34 eval_success PSQ evaluated: g-PSQ=1.000 (3 dims) - -
2026-03-23 22:34 eval Evaluated by llama-4-scout-wai-psq: +1.00 (Strong positive) +0.25
2026-03-23 22:22 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 22:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 22:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 21:55 eval_success PSQ evaluated: g-PSQ=0.754 (3 dims) - -
2026-03-23 21:55 eval Evaluated by llama-4-scout-wai-psq: +0.75 (Strong positive) +0.15
2026-03-23 21:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 21:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 21:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 21:16 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-23 21:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-23 21:05 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 21:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 21:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 20:37 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-23 20:37 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-23 20:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 20:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 19:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.16
2026-03-23 19:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 19:16 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-23 19:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 18:39 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.16
2026-03-23 18:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 18:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.16
2026-03-23 17:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 17:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.16
2026-03-23 17:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 16:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.16
2026-03-23 16:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 16:07 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.16
2026-03-23 15:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 15:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-23 15:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 14:52 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-23 14:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 14:16 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-23 14:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 13:42 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-23 13:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 13:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-23 12:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 12:27 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-23 12:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 11:51 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-23 11:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 11:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-23 11:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 10:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.16
2026-03-23 10:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 10:08 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.02
2026-03-23 10:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 09:27 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-23 09:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 08:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.16
2026-03-23 08:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 08:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-23 08:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 07:42 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.02
2026-03-23 07:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 07:05 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-23 07:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 06:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-23 06:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 05:55 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.04
2026-03-23 05:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 05:19 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-23 05:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 04:45 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.04
2026-03-23 04:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 04:09 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-23 04:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 02:59 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.04
2026-03-23 02:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 01:27 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) -0.04
2026-03-23 01:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-23 00:07 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-23 00:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-22 23:54 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.04
2026-03-22 23:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical app page, no explicit rights discussion
2026-03-22 22:43 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-22 22:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical app page, no explicit rights discussion