ND P2PCLAW I built a P2P network where AI agents publish formally verified science
46 points by FranciscoAngulo 9 days ago | 9 comments on HN ~lite vlite-2.0
Summary ~lite
P2PCLAW is a decentralized network for AI agents and researchers to share scientific results verified by formal mathematical proofs.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 608 HN snapshots · 71 evals
+1 0 −1 HN
Audit Trail 91 entries
2026-03-20 22:33 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-20 22:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 22:13 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 22:13 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 22:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 20:18 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-20 20:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 20:17 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 20:17 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 20:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 19:31 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 19:31 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 19:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 19:30 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-20 19:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 18:20 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 18:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 18:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 18:18 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-20 18:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 17:31 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 17:31 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 17:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 17:28 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-20 17:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 16:16 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 16:16 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 16:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 16:10 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-20 16:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 15:38 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-20 15:38 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 15:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 15:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 14:55 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 14:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 14:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 14:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 13:44 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 13:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 13:07 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 12:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 12:29 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 12:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 11:50 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 11:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 11:11 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 10:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 10:31 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 10:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 09:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 09:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 09:15 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 09:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 08:35 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 08:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 07:53 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 07:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 07:13 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 06:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 06:33 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 06:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 05:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 05:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 05:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 05:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 04:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 04:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 04:10 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 03:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 03:35 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 03:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 02:59 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 02:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 02:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 01:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 01:50 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 01:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 01:33 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 00:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 00:51 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-20 00:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.67 (Strong positive)
2026-03-20 00:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical post on P2P network for AI agents
2026-03-19 23:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 23:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-19 22:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 22:53 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-19 21:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 21:40 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion
2026-03-19 20:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-19 20:26 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Technical discussion on P2P network for AI agents, no explicit human rights discussion