ND $3T Blind Spot: US nonprofits (charitysense.com)
105 points by mtweak 2 days ago | 84 comments on HN ~lite vlite-2.0
Summary ~lite
The article discusses the $3 trillion blind spot in US nonprofits, highlighting issues with financial transparency and accountability.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 67 HN snapshots · 71 evals
+1 0 −1 HN
Audit Trail 91 entries
2026-03-08 19:24 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-08 19:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 19:11 eval_success PSQ evaluated: g-PSQ=0.227 (3 dims) - -
2026-03-08 19:11 eval Evaluated by llama-3.3-70b-wai-psq: +0.23 (Mild positive) +0.22
2026-03-08 18:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 18:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 18:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-08 17:54 eval_success Lite evaluated: Mild negative (-0.12) - -
2026-03-08 17:54 eval Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 16:28 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-08 16:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 16:05 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-08 16:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) -0.22
2026-03-08 15:53 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 15:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 15:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-08 15:33 eval_success Lite evaluated: Mild negative (-0.12) - -
2026-03-08 15:33 eval Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 13:48 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-08 13:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 13:41 eval_success PSQ evaluated: g-PSQ=0.227 (3 dims) - -
2026-03-08 13:41 eval Evaluated by llama-3.3-70b-wai-psq: +0.23 (Mild positive) +0.22
2026-03-08 13:41 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-08 13:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 13:36 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-08 13:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) 0.00
2026-03-08 13:31 eval_success Lite evaluated: Mild negative (-0.12) - -
2026-03-08 13:31 eval Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 13:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 13:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 13:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-08 12:35 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-08 12:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 12:30 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-08 12:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 12:30 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-08 12:30 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) 0.00
2026-03-08 12:24 eval Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 12:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 11:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 11:11 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) 0.00
2026-03-08 11:07 eval Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) -0.08
reasoning
Analyzing nonprofit financial transparency
2026-03-08 11:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 11:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) 0.00
2026-03-08 11:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 10:02 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.11
reasoning
Analyzing nonprofit financial transparency
2026-03-08 09:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 09:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) 0.00
2026-03-08 09:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 09:57 eval Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) -0.11
reasoning
Analyzing nonprofit financial transparency
2026-03-08 08:51 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 08:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 07:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 07:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) -0.22
2026-03-08 07:46 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.11
reasoning
Analyzing nonprofit financial transparency
2026-03-08 07:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 06:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 06:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.23 (Mild positive) 0.00
2026-03-08 06:47 eval Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) -0.11
reasoning
Analyzing nonprofit financial transparency
2026-03-08 06:45 eval Evaluated by llama-3.3-70b-wai-psq: +0.23 (Mild positive) +0.22
2026-03-08 06:43 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.11
reasoning
Analyzing nonprofit financial transparency
2026-03-08 06:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 05:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 05:46 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) 0.00
2026-03-08 05:45 eval Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 05:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 04:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 04:43 eval Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) -0.11
reasoning
Analyzing nonprofit financial transparency
2026-03-08 04:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 04:41 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) -0.16
2026-03-08 04:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 03:45 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 03:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 03:41 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) +0.16
2026-03-08 03:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 03:40 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 02:16 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) 0.00
2026-03-08 02:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral) -0.16
2026-03-08 02:07 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.11
reasoning
Analyzing nonprofit financial transparency
2026-03-08 02:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 02:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 01:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.17 (Mild positive) -0.06
2026-03-08 01:04 eval Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 01:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 00:59 eval Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative) 0.00
reasoning
Analyzing nonprofit financial transparency
2026-03-08 00:07 eval Evaluated by llama-3.3-70b-wai-psq: +0.23 (Mild positive) +0.22
2026-03-08 00:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-08 00:02 eval Evaluated by llama-3.3-70b-wai-psq: +0.01 (Neutral)
2026-03-08 00:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
The content discusses financial transparency and accountability in the US nonprofit sector, touching on human rights con
2026-03-08 00:00 eval Evaluated by llama-3.3-70b-wai: -0.15 (Mild negative)
reasoning
Analyzing nonprofit financial transparency