It Was Never About the Database

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

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

0.00	It Was Never About the Database (docs.eventsourcingdb.io)
	16 points by goloroden 1 days ago \| 0 comments on HN \| Mild negative ~lite vlite-1.6

Summary ~lite Neutral

Technical blog post about database

EQ 0.50

SO 0.00

TD 0.00

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

Longitudinal 47 HN snapshots · 28 evals

Audit Trail 48 entries

2026-03-09 02:33	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-09 02:33	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post with no explicit human rights discussion
2026-03-09 02:33	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 02:28	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-09 02:28	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post with no explicit human rights discussion
2026-03-09 02:28	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 02:25	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-09 02:25	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-09 02:25	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-09 01:26	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-09 01:26	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 01:24	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-09 01:24	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 01:23	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-09 01:23	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post with no explicit human rights discussion
2026-03-09 01:23	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 01:20	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-09 01:20	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-09 01:20	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-09 00:17	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-09 00:17	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 00:17	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-09 00:17	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 00:17	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-09 00:17	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post with no explicit human rights discussion
2026-03-09 00:17	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-09 00:14	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-09 00:14	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-09 00:14	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-09 00:12	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-09 00:12	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-09 00:12	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-09 00:12	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 00:11	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post with no explicit human rights discussion
2026-03-09 00:09	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-08 22:50	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post with no explicit human rights discussion
2026-03-08 22:49	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 22:49	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 22:48	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-08 21:31	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post with no explicit human rights discussion
2026-03-08 21:28	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 21:28	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 21:27	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post, no rights discussion
2026-03-08 20:09	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post with no explicit human rights discussion
2026-03-08 20:04	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-08 20:04	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-08 20:04	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
	reasoning Technical blog post with no explicit human rights discussion
2026-03-08 20:04	eval	Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative)
	reasoning Technical blog post, no rights discussion

build 35d02a3+aiqm · deployed 2026-03-09 11:48 UTC · evaluated 2026-03-08 02:36:46 UTC