Payphone Go

Alpha 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-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Payphone Go (walzr.com)
	315 points by walz 7 days ago \| 73 comments on HN ~lite vlite-2.0

Summary ~lite

A playful interactive map of California's payphones, encouraging exploration and user engagement.

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

Longitudinal 297 HN snapshots · 48 evals

Audit Trail 68 entries

2026-03-07 01:18	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-07 01:18	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 01:15	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-07 01:15	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-07 00:32	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-07 00:32	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 00:29	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-07 00:29	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 23:45	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 23:45	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 23:42	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-06 23:42	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 23:37	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-06 23:37	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 23:11	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 23:11	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 23:04	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-06 23:04	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 22:07	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 22:07	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 22:02	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 22:02	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 22:00	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-06 22:00	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 21:15	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 21:15	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 21:12	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-06 21:12	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 20:33	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 20:33	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 20:29	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-06 20:29	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 19:58	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 19:58	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 19:54	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-06 19:54	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 19:21	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-06 19:21	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 19:20	eval_success	PSQ evaluated: g-PSQ=0.419 (3 dims)	- -
2026-03-06 19:20	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 19:15	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 18:43	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 18:37	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) +0.10
2026-03-06 18:00	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 17:25	eval	Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) -0.10
2026-03-06 17:20	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 16:53	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 16:44	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) +0.00
2026-03-06 16:17	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 16:10	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.00
2026-03-06 15:41	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:36	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:35	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 15:01	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:00	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 14:17	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 14:16	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 14:12	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 13:38	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Content about payphones, no explicit human rights discussion
2026-03-06 13:37	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-06 13:35	eval	Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive)
2026-03-06 13:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Content about payphones, no explicit human rights discussion
2026-03-06 13:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Content about payphones, no explicit human rights discussion
2026-03-06 13:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Content about payphones, no explicit human rights discussion
2026-03-06 13:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Content about payphones, no explicit human rights discussion
2026-03-06 13:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Content about payphones, no explicit human rights discussion
2026-03-06 13:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Content about payphones, no explicit human rights discussion
2026-03-06 13:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Neutral landing page

build 35d02a3+aiqm · deployed 2026-03-09 11:48 UTC · evaluated 2026-03-08 02:36:46 UTC