ND Pretraining Language Models via Neural Cellular Automata (hanseungwook.github.io)
80 points by shmublu 4 days ago | 15 comments on HN ~lite vlite-2.0
Summary ~lite
Technical blog post on pretraining language models via neural cellular automata, no apparent threats.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 137 HN snapshots · 10 evals
+1 0 −1 HN
Audit Trail 25 entries
2026-03-19 17:27 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 17:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 17:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 17:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on language models via neural cellular automata, no human rights discussion
2026-03-19 17:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 16:15 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 16:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 16:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 16:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 16:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on language models via neural cellular automata, no human rights discussion
2026-03-19 15:01 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 15:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 14:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 14:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 14:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on language models via neural cellular automata, no human rights discussion
2026-03-19 13:36 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 13:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 13:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 13:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on language models via neural cellular automata, no human rights discussion
2026-03-19 13:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 12:57 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-19 12:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-19 12:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 12:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical blog post on language models via neural cellular automata, no human rights discussion
2026-03-19 12:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -