Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 +0.10 Neutral 0.80 -0.12 Sustainable Tech
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 +0.16 Neutral 0.80 -0.16 Technology Sustainability
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-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct 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
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
ND What keeps IoT devices running for a decade (mooracle.io)
27 points by mooracle 3 days ago | 6 comments on HN ~lite vlite-2.0
Summary ~lite
The article shares ten lessons for building lasting IIoT systems.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 122 HN snapshots · 62 evals
+1 0 −1 HN
Audit Trail 82 entries
2026-03-05 06:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 06:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 06:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 06:38 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-03 17:24 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 17:24 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 17:12 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 17:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 17:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 16:49 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 16:49 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 16:38 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 16:38 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 16:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 16:10 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 16:10 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 15:54 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 15:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 15:54 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 15:25 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 15:25 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 15:13 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 15:13 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 15:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 14:54 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 14:54 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 14:48 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 14:48 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 14:37 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 14:37 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 14:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 14:04 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 14:04 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 13:55 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 13:55 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 13:28 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 13:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 12:42 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 12:38 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 12:25 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 11:59 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 11:44 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 11:36 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 11:14 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 10:55 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 10:26 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 10:21 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 10:08 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 09:34 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 09:18 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 09:00 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 08:45 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 08:19 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 08:09 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 07:45 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 07:27 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 07:00 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 06:56 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 06:37 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 06:11 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 06:05 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 05:37 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 05:27 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 05:22 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 04:54 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 04:40 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 04:25 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 04:06 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 03:50 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 03:27 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 03:13 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 02:53 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 02:40 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 02:16 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 02:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 02:06 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 01:24 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
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Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 01:19 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 00:50 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 00:45 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
reasoning
Tech blog on IoT longevity
2026-03-03 00:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
Technical blog on IIoT deployment lessons, no explicit rights discussion
2026-03-03 00:08 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral)
reasoning
Tech blog on IoT longevity