Simplifying Application Architecture with Modular Design and MIM

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Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 @cf/meta/llama-4-scout-17b-16e-instruct lite -1.00 Compare

ND	Simplifying Application Architecture with Modular Design and MIM (codingfox.net.pl)
	42 points by codingfox 2 days ago \| 5 comments on HN ~lite vlite-2.0

Summary ~lite

Technical article on software design with a clear, respectful tone and transparent author information.

Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 353 HN snapshots · 97 evals

Audit Trail 117 entries

2026-03-05 06:11	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 06:11	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 06:09	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-05 06:09	eval	Evaluated by llama-3.3-70b-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-05 06:05	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-05 06:05	eval	Evaluated by llama-3.3-70b-wai-psq: +0.44 (Moderate positive)
2026-03-04 19:04	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-04 19:04	model_divergence	Cross-model spread 0.78 exceeds threshold (2 models)	- -
2026-03-04 19:04	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 19:04	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 18:33	eval_success	Lite evaluated: Strong negative (-0.68)	- -
2026-03-04 18:33	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 18:33	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-04 18:28	eval_success	Lite evaluated: Strong negative (-0.68)	- -
2026-03-04 18:28	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-04 18:28	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 18:04	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-04 18:04	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 18:04	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 17:59	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-04 17:59	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 17:59	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 17:05	eval_success	Lite evaluated: Strong negative (-0.68)	- -
2026-03-04 17:05	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 17:05	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 0W 1R	- -
2026-03-04 16:30	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-04 16:30	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 16:30	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 16:26	eval_success	Lite evaluated: Mild positive (0.10)	- -
2026-03-04 16:26	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 16:26	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 16:13	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 15:39	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 15:31	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 15:26	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 15:05	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 15:00	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 14:47	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 14:20	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.20
	reasoning Technical post on software design
2026-03-04 14:07	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 13:40	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.20
	reasoning Technical post on software design
2026-03-04 13:28	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 13:08	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 13:03	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 12:54	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 12:49	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 12:22	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.20
	reasoning Technical post on software design
2026-03-04 12:06	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 12:01	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 11:44	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 11:39	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.20
	reasoning Technical post on software design
2026-03-04 11:15	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 10:54	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 10:31	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 10:26	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 10:15	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Technical post on software design
2026-03-04 09:51	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 09:36	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.20
	reasoning Technical post on software design
2026-03-04 09:11	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 09:04	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 09:00	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.20
	reasoning Technical post on software design
2026-03-04 08:23	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 08:20	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.20
	reasoning Technical post on software design
2026-03-04 07:54	eval	Evaluated by llama-4-scout-wai: -0.68 (Strong negative) -0.76
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 07:52	eval	Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.15
	reasoning Technical post on software design
2026-03-04 07:14	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 07:11	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 06:08	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 06:05	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 05:30	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 05:22	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 04:40	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 04:34	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 04:29	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 04:05	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 03:56	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 03:28	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 03:17	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 02:54	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 02:49	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 02:37	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 02:09	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 02:03	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 01:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 01:21	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 00:51	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 00:46	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 00:45	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-04 00:08	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-04 00:08	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 23:25	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 23:25	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 23:20	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 22:54	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 22:48	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 22:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 22:27	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 22:12	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 22:07	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 21:35	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 21:09	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 21:04	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 20:32	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 20:27	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 20:22	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 20:00	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 19:55	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 19:42	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 19:10	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 19:03	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 18:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 18:20	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 18:17	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 17:47	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 17:45	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
	reasoning Technical post on software design
2026-03-03 17:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral)
	reasoning The content discusses software design and architecture, specifically Modular Design and MIM, with no explicit human righ
2026-03-03 17:40	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
	reasoning Technical post on software design

build bafb32b+r7v5 · deployed 2026-03-05 04:26 UTC · evaluated 2026-03-03 07:16:53 UTC