I don't know if my job will still exist in ten years

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

ND	I don't know if my job will still exist in ten years (www.seangoedecke.com)
	109 points by nomdep 2 days ago \| 123 comments on HN ~lite vlite-2.0

Summary ~lite

Personal reflection on job security, no apparent threats.

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

Longitudinal 69 HN snapshots · 29 evals

Audit Trail 49 entries

2026-03-08 19:23	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-08 19:23	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 19:09	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-08 19:09	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 18:54	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 18:54	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Personal blog post discussing job security in the age of automation
2026-03-08 18:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 18:02	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-08 18:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 18:02	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 16:34	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-08 16:34	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 16:19	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-08 16:19	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 15:58	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 15:58	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
	reasoning Personal blog post discussing job security in the age of automation
2026-03-08 15:58	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 15:44	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-08 15:44	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.04
	reasoning Technical content, zero rights discussion
2026-03-08 15:44	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-08 08:19	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-08 08:19	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 08:19	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-08 08:19	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Personal blog post discussing job security in the age of automation
2026-03-08 08:19	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 08:15	eval_success	PSQ evaluated: g-PSQ=0.000 (3 dims)	- -
2026-03-08 08:15	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 08:14	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-08 08:14	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 08:14	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Personal blog post discussing job security in the age of automation
2026-03-08 08:13	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-08 08:13	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 08:11	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-08 08:11	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 08:06	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 07:13	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 07:12	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Personal blog post discussing job security in the age of automation
2026-03-08 07:08	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 07:08	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 07:07	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Personal blog post discussing job security in the age of automation
2026-03-08 07:04	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 06:10	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 06:09	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 06:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Personal blog post discussing job security in the age of automation
2026-03-08 06:06	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
	reasoning Technical content, zero rights discussion
2026-03-08 05:08	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-08 05:07	eval	Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-08 05:07	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Personal blog post discussing job security in the age of automation
2026-03-08 05:05	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral)
	reasoning Technical content, zero rights discussion

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