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Grok 3.5 will “Rewrite the Entire Corpus of Human Knowledge”

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Elon Musk announced via X that xAI will deploy Grok 3.5 (possibly renamed Grok 4) to rewrite the entire corpus of human knowledge, merging missing details and deleting what he calls “errors,” then retrain the model on that curated base. This chilling declaration has sparked debate on whether AI guardianship is tightening or dangerous bias is creeping in.


1. What Musk Said

On June 21, 2025, Musk wrote:

He further called much of today’s public data “garbage”, asserting that deep scrutiny and selective editing are required to eliminate inaccuracies and ideological clutter .


2. Why It Matters

  • Ideological control risk: AI researchers warn that adjusting training data to match one individual’s worldview can subtly (or overtly) shift model outputs toward specific biases
  • Misinformation potential: Cropping out contradictory data could undermine AI trustworthiness and objectivity.
  • DeepTech race intensifies: Musk’s goal signals xAI’s ambition to compete aggressively with ChatGPT, Gemini, and emerging models using its own narrative-driven knowledge base.

3. Experts Sound the Alarm

  • Gary Marcus, NYU emeritus, criticized the plan as “Orwellian censorship,” warned that it isn’t just inaccuracies but a potential rewriting of history
  • Rumman Chowdhury, an AI ethicist, emphasized that such efforts risk embedding unbalanced perspectives and said: “These conversations are already happening … Elon is just dumb enough to say the quiet part out loud.”

4. Historical Comparisons & Precedents

This move echoes past attempts at data control:

  • Tech giants adjusting AI outputs for political sensitivities.
  • Google and Meta tweaking image training to alter visual diversity, which occasionally backfired with biased results

5. Criticisms & Concerns

  • Hallucination risk: Experts caution strategically curated data may worsen hallucinations rather than eliminate them .
  • Lack of transparency: There’s no clear roadmap or disclosure on which sources will be edited or removed—and by whom.
  • Monoculture hazard: Relying solely on a single corrected corpus may reduce diversity of opinions and perspectives.

6. What Comes Next?

  • Grok 3.5 rollout timeline: xAI hasn’t set a public release date.
  • Crowd-sourced corrections: Musk called on X users to suggest “divisive facts”—some could be controversial or even conspiratorial
  • Regulatory debate: This may spark fresh discussion on oversight of AI training sets—especially in educational or news contexts.

7. Final Take

While improving accuracy by editing training data is appealing, overt modification of the “entire corpus of human knowledge” by a single entity raises profound ethical, political, and philosophical issues. The debate centers on whether such curation is responsible stewardship—or the start of a dangerous centralization of truth.

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