ND 10% of Firefox crashes are caused by bitflips (mas.to)
893 points by marvinborner 2 days ago | 468 comments on HN ~lite vlite-2.0
Summary ~lite
Technical discussion on Firefox crashes caused by bitflips, sharing data and methods.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 1353 HN snapshots · 188 evals
+1 0 −1 HN
Audit Trail 208 entries
2026-03-07 19:06 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 19:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 19:03 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-07 19:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-07 19:00 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 19:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 18:12 eval_success PSQ evaluated: g-PSQ=0.450 (3 dims) - -
2026-03-07 18:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) 0.00
2026-03-07 18:10 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 18:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 18:07 eval_success PSQ evaluated: g-PSQ=0.450 (3 dims) - -
2026-03-07 18:07 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) 0.00
2026-03-07 17:05 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 17:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 17:03 eval_success PSQ evaluated: g-PSQ=0.450 (3 dims) - -
2026-03-07 17:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 16:30 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 16:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 16:29 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-07 16:29 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 16:18 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 15:58 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-07 15:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 15:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 15:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 15:25 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-07 15:25 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 15:22 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 15:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 15:18 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 15:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 15:17 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}} - -
2026-03-07 15:17 eval_retry OpenRouter error 404 model=gpt-oss-120b - -
2026-03-07 15:16 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 15:16 self_throttle Self-throttle: circuit-breaker: 3 consecutive 429s - -
2026-03-07 14:51 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-07 14:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 14:18 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 14:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 13:46 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-07 13:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 13:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 13:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 12:40 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-07 12:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) 0.00
2026-03-07 12:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 12:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 12:04 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 11:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:34 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 11:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:04 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 10:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 10:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 10:30 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-07 10:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 10:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 09:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 09:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 09:30 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-07 09:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 09:02 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) 0.00
2026-03-07 08:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 08:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 08:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 08:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 08:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-07 07:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 07:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 07:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-07 06:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) 0.00
2026-03-07 06:58 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 06:30 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 06:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 06:25 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-07 05:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 05:53 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
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2026-03-07 05:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 04:54 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-07 04:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
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2026-03-07 01:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) 0.00
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2026-03-06 23:55 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
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2026-03-06 22:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 22:17 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 22:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 21:29 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 21:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 20:54 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 20:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 20:15 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 20:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 20:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 19:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 19:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 19:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 19:00 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 18:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 18:20 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 18:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 17:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 16:58 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 16:34 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 16:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 15:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 15:19 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 15:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 14:38 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 14:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 14:02 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 13:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 13:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 13:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 13:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 13:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 12:48 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 12:43 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 12:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 12:11 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 11:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 11:40 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 11:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 11:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 11:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 10:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 10:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 10:20 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 10:04 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 09:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 09:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 09:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 09:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 08:55 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 08:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 08:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 08:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 08:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-06 08:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 07:53 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 07:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 07:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-06 06:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 06:52 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-06 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 06:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 06:17 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.01
2026-03-06 05:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 05:38 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive) -0.01
2026-03-06 04:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 04:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
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 Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-05 07:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
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2026-03-05 04:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 04:34 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive)
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Technical post, no rights discussion
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Technical post, no rights discussion
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Technical post, no rights discussion
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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