Upside Robotics is reducing fertilizer use and waste in corn crops

Beta This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

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

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.83	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.73	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	-0.20	Neutral	0.80	0.20	Sustainable Tech
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-0.20	Neutral	0.80	0.20	Environmental Tech

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble	ND	ND	ND	ND
Article 1	ND	ND	ND	ND
Article 2	ND	ND	ND	ND
Article 3	ND	ND	ND	ND
Article 4	ND	ND	ND	ND
Article 5	ND	ND	ND	ND
Article 6	ND	ND	ND	ND
Article 7	ND	ND	ND	ND
Article 8	ND	ND	ND	ND
Article 9	ND	ND	ND	ND
Article 10	ND	ND	ND	ND
Article 11	ND	ND	ND	ND
Article 12	ND	ND	ND	ND
Article 13	ND	ND	ND	ND
Article 14	ND	ND	ND	ND
Article 15	ND	ND	ND	ND
Article 16	ND	ND	ND	ND
Article 17	ND	ND	ND	ND
Article 18	ND	ND	ND	ND
Article 19	ND	ND	ND	ND
Article 20	ND	ND	ND	ND
Article 21	ND	ND	ND	ND
Article 22	ND	ND	ND	ND
Article 23	ND	ND	ND	ND
Article 24	ND	ND	ND	ND
Article 25	ND	ND	ND	ND
Article 26	ND	ND	ND	ND
Article 27	ND	ND	ND	ND
Article 28	ND	ND	ND	ND
Article 29	ND	ND	ND	ND
Article 30	ND	ND	ND	ND

ND	Upside Robotics is reducing fertilizer use and waste in corn crops (techcrunch.com)
	5 points by PaulHoule 1 days 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