Tracing Discord's Elixir Systems (Without Melting Everything)

Beta 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-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 Compare

ND	Tracing Discord's Elixir Systems (Without Melting Everything) (discord.com)
	12 points by cyndunlop 13 hours ago \| 0 comments on HN ~lite vlite-2.0

Summary ~lite

Technical blog post

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

Longitudinal 10 HN snapshots · 26 evals

Audit Trail 46 entries

2026-03-05 07:27	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 07:27	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-05 04:58	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 04:58	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-05 04:53	eval_success	PSQ evaluated: g-PSQ=-0.040 (3 dims)	- -
2026-03-05 04:53	eval	Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-05 04:36	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-05 04:36	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-05 04:33	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-05 04:16	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 04:16	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 04:16	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 04:11	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 04:11	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 04:11	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 04:01	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-05 04:01	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) -0.04
	reasoning Technical blog post
2026-03-05 03:34	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 03:34	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 03:34	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 03:27	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 03:27	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 03:27	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 03:16	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 03:16	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 03:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.04
	reasoning Technical blog post
2026-03-05 02:48	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 02:48	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 02:48	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 02:43	eval_success	Lite evaluated: Mild negative (-0.24)	- -
2026-03-05 02:43	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 02:43	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-05 02:42	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) -0.04
	reasoning Technical blog post
2026-03-05 02:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post
2026-03-05 02:01	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 01:56	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 01:21	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.04
	reasoning Technical blog post
2026-03-05 01:14	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 00:45	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post
2026-03-05 00:38	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-05 00:06	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical blog post
2026-03-05 00:02	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) -0.04
	reasoning Technical blog post
2026-03-04 23:56	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-04 23:24	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post
2026-03-04 23:20	eval	Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
	reasoning Technical blog post on Elixir systems, no explicit human rights discussion
2026-03-04 23:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical blog post

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