The 1,700-year-old megastructure history almost forgot

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

Model: @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct 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 @cf/qwen/qwen3-30b-a3b-fp8 lite ND @cf/qwen/qwen3-30b-a3b-fp8 lite ND google/gemma-3-27b-it:free lite ND openai/gpt-oss-120b:free lite ND qwen/qwen3-coder:free lite ND Compare

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.70	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.83	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.80	0.00	Cultural Heritage
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-1.00	Strong negative	0.50	1.00	Cultural Heritage
@cf/qwen/qwen3-30b-a3b-fp8 lite	ND	ND	—	—	—	—
@cf/qwen/qwen3-30b-a3b-fp8 lite	ND	ND	—	—	—	—
google/gemma-3-27b-it:free lite	ND	ND	—	—	—	—
openai/gpt-oss-120b:free lite	ND	ND	—	—	—	—
qwen/qwen3-coder:free lite	ND	ND	—	—	—	—

Section	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/qwen/qwen3-30b-a3b-fp8 lite	@cf/qwen/qwen3-30b-a3b-fp8 lite	google/gemma-3-27b-it:free lite	openai/gpt-oss-120b:free lite	qwen/qwen3-coder:free lite
Preamble	ND	ND	ND	ND	ND	ND	ND	ND	ND
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ND	The 1,700-year-old megastructure history almost forgot (www.cnn.com)
	24 points by simonebrunozzi 5 days ago \| 3 comments on HN ~lite vlite-2.0

Summary ~lite

Neutral travel article

Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 183 HN snapshots · 45 evals

Audit Trail 65 entries

2026-03-07 15:17	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 15:12	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 15:07	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 15:02	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 14:57	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 14:52	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-07 04:47	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-07 04:46	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-06 14:36	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:36	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:31	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:25	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:25	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:25	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:17	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:11	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:05	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 14:00	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 13:55	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-06 04:18	eval_success	PSQ evaluated: g-PSQ=0.034 (3 dims)	- -
2026-03-06 04:18	eval	Evaluated by llama-3.3-70b-wai-psq: +0.03 (Neutral) 0.00
2026-03-05 21:30	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-05 15:12	eval	Evaluated by llama-3.3-70b-wai-psq: +0.03 (Neutral) +0.10
2026-03-05 08:07	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-05 06:55	eval	Evaluated by llama-3.3-70b-wai-psq: -0.07 (Neutral) -0.10
2026-03-05 06:50	eval	Evaluated by llama-3.3-70b-wai-psq: +0.03 (Neutral) -0.00
2026-03-05 04:50	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-05 04:45	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-05 04:29	eval	Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral)
2026-03-05 04:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-05 04:02	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 03:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.04
	reasoning Travel article, neutral stance, some transparency
2026-03-05 03:16	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 03:11	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 02:55	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) -0.04
	reasoning Travel article, neutral stance, some transparency
2026-03-05 02:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-05 02:30	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 02:13	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-05 02:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-05 01:56	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 01:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-05 01:15	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 01:10	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 00:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-05 00:35	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 00:30	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-05 00:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-05 00:11	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-04 23:49	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 23:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.04
	reasoning Travel article, neutral stance, some transparency
2026-03-04 23:09	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 23:04	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 22:55	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-04 22:21	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 22:14	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-04 21:47	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 21:45	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) -0.04
	reasoning Travel article, neutral stance, some transparency
2026-03-04 21:40	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-04 21:09	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 20:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-04 20:29	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 20:23	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Travel article, neutral stance, some transparency
2026-03-04 19:49	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 19:44	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative)
	reasoning Travel article about ancient megastructure, no explicit rights discussion
2026-03-04 19:44	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Travel article, neutral stance, some transparency

build f36f9cf+l6eo · deployed 2026-03-07 18:24 UTC · evaluated 2026-03-03 07:16:53 UTC