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Fact-Grounding Strategies

“Fact-Grounding Strategies” is a short 8-minute practice from Zayenha Practice in the Digital & AI domain. Every factual AI claim = ask for a source. No source = don't use. You can read its goal and first step for free; the full practice with every step and the interactive part comes with Plus.

Every factual AI claim = ask for a source. No source = don't use.

8 min Intermediate

Goal

Distinguish factual claims (need verification) from analyses (can accept).

Steps

1

Read AI output and highlight: red = factual claim (numbers, dates, names, quotes), blue = analysis/opinion.

3 more steps locked

Expected Outcome

Immediate

You discover 10-30% of AI "facts" are wrong or fabricated.

Evidence base

School: AI Reliability / Hallucination Research

Founders: Stuart Russell · Anthropic Safety Team (2023)

Russell's "Human Compatible" warns trusting AI output. Anthropic publishes hallucination rates 5-15% even for advanced models.

Frequently asked questions

How long does "Fact-Grounding Strategies" take?

This exercise takes about 8 minutes, practiced solo in a Written reflection format.

When will I notice the effect of "Fact-Grounding Strategies"?

You discover 10-30% of AI "facts" are wrong or fabricated. In the short term: You develop surface-skill distinguishing AI "fact" vs "analysis".

Is "Fact-Grounding Strategies" evidence-based?

Yes — it draws on AI Reliability / Hallucination Research (Stuart Russell, Anthropic Safety Team (2023)). Russell's "Human Compatible" warns trusting AI output. Anthropic publishes hallucination rates 5-15% even for advanced models.

Is "Fact-Grounding Strategies" suitable for beginners?

Its difficulty level is: Intermediate. No external tools required — it can be practiced directly inside the platform.

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Interactive practice locked · 3 more steps locked

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