Notes on Project Oberon

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

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	—	0.80	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-0.60	Mild negative	1.00	0.60	Software Development
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	-0.20	Neutral	0.80	0.20	Software Development
@cf/qwen/qwen3-30b-a3b-fp8 lite	ND	ND	—	—	—	—
@cf/qwen/qwen3-30b-a3b-fp8 lite	ND	ND	—	—	—	—
openai/gpt-oss-120b:free lite	ND	ND	—	—	—	—
google/gemma-3-27b-it:free lite	ND	ND	—	—	—	—
qwen/qwen3-coder:free lite	ND	ND	—	—	—	—

Section	@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/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/qwen/qwen3-30b-a3b-fp8 lite	@cf/qwen/qwen3-30b-a3b-fp8 lite	openai/gpt-oss-120b:free lite	google/gemma-3-27b-it:free lite	qwen/qwen3-coder:free lite
Preamble	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 1	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 3	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 4	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 19	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 20	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 21	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 22	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 23	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 24	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND	ND	ND	ND	ND

✗	Notes on Project Oberon (sidhion.com)
	25 points by surprisetalk 1 days ago \| 12 comments on HN

Evaluation Failed

Error: OpenRouter API error 404: {"error":{"message":"No endpoints found matching your data policy (Free model publication). Configure: https://openrouter.ai/settings/privacy","code":404}}

Domain	sidhion.com
Content Type	Editorial
Created	2026-03-04 15:23:37

Longitudinal 183 HN snapshots · 41 evals

Audit Trail 61 entries

2026-03-05 20:42	eval_failure	Evaluation failed: Error: OpenRouter API error 404: {"error":{"message":"No endpoints found matching your data policy (Free model publication). Configure: https://openrouter.ai/settings/privacy","code":404}}	- -
2026-03-05 20:42	eval_retry	OpenRouter error 404 model=gpt-oss-120b	- -
2026-03-05 20:21	eval_failure	Evaluation failed: Error: OpenRouter API error 404: {"error":{"message":"No endpoints found matching your data policy (Free model publication). Configure: https://openrouter.ai/settings/privacy","code":404}}	- -
2026-03-05 20:21	eval_retry	OpenRouter error 404 model=gpt-oss-120b	- -
2026-03-05 18:36	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-05 18:36	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-05 14:50	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 14:50	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 07:50	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-05 07:50	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-05 06:50	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 06:50	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 04:45	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-05 04:45	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-05 04:28	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 04:28	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-05 04:14	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 04:14	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-05 04:14	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 04:13	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-05 04:13	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-05 04:13	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 04:08	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-05 04:08	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-05 04:08	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 03:40	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 03:40	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-05 03:40	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 03:29	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-05 03:29	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-05 03:29	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 02:57	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-05 02:50	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-05 02:18	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-05 02:11	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-05 02:07	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-05 01:43	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-05 01:30	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-05 01:05	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-05 00:54	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-05 00:26	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-05 00:11	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 23:47	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 23:34	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 23:07	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 22:54	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 22:24	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 22:12	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 21:49	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 21:45	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 21:41	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 21:05	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 20:58	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 20:53	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 20:26	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 20:21	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 20:20	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 19:41	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 19:36	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical blog post on software abstractions
2026-03-04 18:30	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
	reasoning Technical blog post on software development and abstractions, no explicit human rights discussion
2026-03-04 18:30	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
	reasoning Technical blog post on software abstractions

build e8193c2+3zh9 · deployed 2026-03-05 20:28 UTC · evaluated 2026-03-03 07:16:53 UTC