Upside Robotics is reducing fertilizer use and waste in corn crops

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Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 Compare

ND	Upside Robotics is reducing fertilizer use and waste in corn crops (techcrunch.com)
	5 points by PaulHoule 18 hours ago \| 0 comments on HN ~lite vlite-2.0

Summary ~lite

TechCrunch article on Upside Robotics reducing fertilizer use and waste in corn crops.

Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 50 HN snapshots · 24 evals

Audit Trail 44 entries

2026-03-05 05:22	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 05:22	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 05:18	eval_success	PSQ evaluated: g-PSQ=0.198 (3 dims)	- -
2026-03-05 05:18	eval	Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive) 0.00
2026-03-05 05:13	eval_success	PSQ evaluated: g-PSQ=0.198 (3 dims)	- -
2026-03-05 05:13	eval	Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive)
2026-03-04 19:35	eval_success	Lite evaluated: Neutral (-0.10)	- -
2026-03-04 19:35	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) +0.02
	reasoning Tech article on robotics
2026-03-04 19:35	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 19:11	eval_success	Lite evaluated: Neutral (-0.10)	- -
2026-03-04 19:11	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 19:11	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 18:28	eval_success	Lite evaluated: Mild negative (-0.12)	- -
2026-03-04 18:28	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
	reasoning Tech article on robotics
2026-03-04 18:07	eval_success	Lite evaluated: Neutral (-0.10)	- -
2026-03-04 18:07	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 18:07	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 17:06	eval_success	Lite evaluated: Mild negative (-0.12)	- -
2026-03-04 17:06	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
	reasoning Tech article on robotics
2026-03-04 17:01	eval_success	Lite evaluated: Mild negative (-0.12)	- -
2026-03-04 17:01	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
	reasoning Tech article on robotics
2026-03-04 16:39	eval_success	Lite evaluated: Neutral (-0.10)	- -
2026-03-04 16:39	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) -0.05
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 16:39	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 16:34	eval_success	Lite evaluated: Neutral (-0.05)	- -
2026-03-04 16:34	eval	Evaluated by llama-4-scout-wai: -0.05 (Neutral) +0.05
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 16:14	eval_success	Lite evaluated: Mild negative (-0.12)	- -
2026-03-04 16:14	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
	reasoning Tech article on robotics
2026-03-04 15:52	eval_success	Lite evaluated: Neutral (-0.10)	- -
2026-03-04 15:52	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 15:52	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 15:35	eval_success	Lite evaluated: Mild negative (-0.12)	- -
2026-03-04 15:35	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) -0.02
	reasoning Tech article on robotics
2026-03-04 15:14	eval_success	Lite evaluated: Neutral (-0.10)	- -
2026-03-04 15:14	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 15:08	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 15:00	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) +0.02
	reasoning Tech article on robotics
2026-03-04 14:26	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 14:21	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 14:19	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
	reasoning Tech article on robotics
2026-03-04 13:41	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 13:40	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative) 0.00
	reasoning Tech article on robotics
2026-03-04 13:36	eval	Evaluated by llama-4-scout-wai: -0.10 (Neutral)
	reasoning TechCrunch article on Upside Robotics, no explicit human rights discussion
2026-03-04 13:35	eval	Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative)
	reasoning Tech article on robotics

build bafb32b+r7v5 · deployed 2026-03-05 04:26 UTC · evaluated 2026-03-03 07:16:53 UTC