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

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 +0.10 @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

Model Comparison

Model	Editorial	Structural	Class	Conf	SETL	Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite	ND	ND	—	0.80	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.80	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	+0.10	+0.16	Mild positive	0.80	-0.10	AI Ethics
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	-0.04	+0.10	Neutral	0.70	-0.12	AI and labor rights
openai/gpt-oss-120b:free lite	ND	ND	—	—	—	—
google/gemma-3-27b-it:free lite	ND	ND	—	—	—	—
qwen/qwen3-coder:free lite	ND	ND	—	—	—	—

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	openai/gpt-oss-120b:free lite	google/gemma-3-27b-it:free lite	qwen/qwen3-coder:free lite
Preamble	ND	ND	ND	ND	ND	ND	ND
Article 1	ND	ND	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND	ND	ND
Article 3	ND	ND	ND	ND	ND	ND	ND
Article 4	ND	ND	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND	ND	ND
Article 19	ND	ND	ND	ND	ND	ND	ND
Article 20	ND	ND	ND	ND	ND	ND	ND
Article 21	ND	ND	ND	ND	ND	ND	ND
Article 22	ND	ND	ND	ND	ND	ND	ND
Article 23	ND	ND	ND	ND	ND	ND	ND
Article 24	ND	ND	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND	ND	ND

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 0c6d3c6+ka9a · deployed 2026-03-08 00:28 UTC · evaluated 2026-03-08 01:42:49 UTC