AI is a tool. Don't try to make it a teammate

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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-4-scout-17b-16e-instruct lite +0.10 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	AI is a tool. Don't try to make it a teammate (www.xfive.co)
	28 points by lubos76 5 days ago \| 4 comments on HN ~lite vlite-2.0

Summary ~lite

The article discusses AI as a tool to augment human capabilities, not replace them.

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

Longitudinal 119 HN snapshots · 38 evals

Audit Trail 58 entries

2026-03-05 07:24	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:24	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 07:19	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:19	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-03 03:28	eval_success	Lite evaluated: Mild positive (0.13)	- -
2026-03-03 03:28	eval	Evaluated by llama-4-scout-wai: +0.13 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-03 03:11	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 03:11	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-03 02:52	eval_success	Lite evaluated: Mild positive (0.13)	- -
2026-03-03 02:52	eval	Evaluated by llama-4-scout-wai: +0.13 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-03 02:47	eval_success	Lite evaluated: Mild positive (0.13)	- -
2026-03-03 02:47	eval	Evaluated by llama-4-scout-wai: +0.13 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-03 02:32	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 02:32	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-03 02:09	eval_success	Lite evaluated: Mild positive (0.13)	- -
2026-03-03 02:09	eval	Evaluated by llama-4-scout-wai: +0.13 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-03 02:00	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 02:00	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-03 01:21	eval_success	Lite evaluated: Mild positive (0.13)	- -
2026-03-03 01:21	eval	Evaluated by llama-4-scout-wai: +0.13 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-03 01:11	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 01:11	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-03 01:07	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-03 01:07	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
	reasoning Blog post on AI as tool, not teammate
2026-03-03 00:47	eval_success	Lite evaluated: Mild positive (0.13)	- -
2026-03-03 00:47	eval	Evaluated by llama-4-scout-wai: +0.13 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-03 00:23	eval_success	Lite evaluated: Neutral (0.03)	- -
2026-03-03 00:23	eval	Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.03
	reasoning Blog post on AI as tool, not teammate
2026-03-03 00:08	eval_success	Lite evaluated: Mild positive (0.13)	- -
2026-03-03 00:08	eval	Evaluated by llama-4-scout-wai: +0.13 (Mild positive) -0.03
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 23:53	eval_success	Lite evaluated: Neutral (0.06)	- -
2026-03-02 23:53	eval	Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) -0.10
	reasoning Blog post on AI as tool, not teammate
2026-03-02 23:34	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-02 23:34	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 23:15	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-02 23:15	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-02 22:58	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-02 22:58	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 22:53	eval_success	Lite evaluated: Mild positive (0.16)	- -
2026-03-02 22:53	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.06
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 22:38	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-02 22:32	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) +0.06
	reasoning Blog post on AI as tool, not teammate
2026-03-02 22:10	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 22:05	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 21:55	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-02 21:27	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 21:20	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-02 20:39	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 20:33	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-02 19:53	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 19:48	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 19:46	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as tool, not teammate
2026-03-02 19:04	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 19:03	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) -0.10
	reasoning Blog post on AI as tool, not teammate
2026-03-02 17:59	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 17:56	eval	Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.10
	reasoning Blog post on AI as tool, not teammate
2026-03-02 16:49	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
	reasoning Blog post on AI as a tool, not a teammate, with a focus on human-AI collaboration.
2026-03-02 16:46	eval	Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
	reasoning Blog post on AI as tool, not teammate

build f36f9cf+l6eo · deployed 2026-03-07 18:24 UTC · evaluated 2026-03-03 07:16:53 UTC