ND Listening for illegal logging chainsaws using TensorFlow (www.blog.google)
471 points by dgacmu 2914 days ago | 120 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses using TensorFlow to combat illegal deforestation.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 4 evals
+1 0 −1 HN
Audit Trail 9 entries
2026-03-05 21:08 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 21:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 21:01 eval_success PSQ evaluated: g-PSQ=0.323 (3 dims) - -
2026-03-05 21:01 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-04 02:44 eval_success Lite evaluated: Mild positive (0.23) - -
2026-03-04 02:44 eval Evaluated by llama-4-scout-wai: +0.23 (Mild positive)
reasoning
The content discusses using TensorFlow for detecting illegal deforestation, which relates to environmental rights and su
2026-03-04 02:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 02:42 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-04 02:42 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
Tech blog on environmental protection