10% of Firefox crashes are caused by bitflips

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 qwen/qwen3-coder:free lite ND openai/gpt-oss-120b: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	Tech discussion
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	-0.20	Neutral	1.00	0.20	Technology
@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	—	—	—	—
qwen/qwen3-coder:free lite	ND	ND	—	—	—	—
openai/gpt-oss-120b: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	qwen/qwen3-coder:free lite	openai/gpt-oss-120b: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

ND	10% of Firefox crashes are caused by bitflips (mas.to)
	358 points by marvinborner 1 days ago \| 194 comments on HN ~lite vlite-2.0

Summary ~lite

Technical discussion

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

Longitudinal 340 HN snapshots · 38 evals

Audit Trail 58 entries

2026-03-06 04:23	eval_success	PSQ evaluated: g-PSQ=0.457 (3 dims)	- -
2026-03-06 04:23	eval	Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 01:04	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-05 22:51	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-05 22:51	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-05 22:51	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-05 22:47	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-05 22:45	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-05 22:45	self_throttle	Self-throttle: circuit-breaker: 4 consecutive 429s	- -
2026-03-05 22:44	rate_limit	Rate limited (429), retrying in 68s	- -
2026-03-05 22:42	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-05 22:39	self_throttle	Self-throttle: circuit-breaker: 3 consecutive 429s	- -
2026-03-05 18:36	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-05 18:36	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-05 16:09	eval_success	PSQ evaluated: g-PSQ=0.457 (3 dims)	- -
2026-03-05 16:09	eval	Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-05 07:50	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-05 07:50	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-05 07:09	eval_success	PSQ evaluated: g-PSQ=0.457 (3 dims)	- -
2026-03-05 07:09	eval	Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-05 04:45	eval_success	PSQ evaluated: g-PSQ=0.600 (3 dims)	- -
2026-03-05 04:45	eval	Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 04:34	eval_success	PSQ evaluated: g-PSQ=0.450 (3 dims)	- -
2026-03-05 04:34	eval	Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive)
2026-03-05 04:03	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 04:03	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 04:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 03:55	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-05 03:55	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-05 03:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 03:14	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 03:10	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-05 02:35	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 02:30	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 02:27	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-05 01:57	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 01:53	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-05 01:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 01:13	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-05 01:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 00:38	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-05 00:36	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-05 00:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-04 23:56	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-04 23:52	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-04 23:51	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-04 23:48	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-04 23:14	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-04 23:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-04 23:05	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-04 22:29	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-04 22:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-04 22:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-04 21:52	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-04 21:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical post, no rights discussion
2026-03-04 21:15	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-04 21:10	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral)
	reasoning Technical discussion on Firefox crashes, no human rights discussion
2026-03-04 21:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical post, no rights discussion

build 4392701+vuaz · deployed 2026-03-06 03:49 UTC · evaluated 2026-03-03 07:16:53 UTC