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AtlasRepo

InkFlow: The Adaptive Writing Twin & Anti-AI-Slop Engine

Description and use

InkFlow is an adaptive writing assistant that preserves the author’s style, detects AI slop, and prevents semantic drift, offering a freemium model for students and independent creators.

Problem

AI-generated writing often erases personal voice, producing repetitive buzzwords and uniform corporate tone.

Outcome

InkFlow delivers personalized writing assistance that maintains authorial voice, detects AI slop, and prevents semantic drift, with a freemium model targeting students and independent creators.

Workflow

  • Collect two‑minute linguistic calibration to build an eight‑dimensional Style Genome.
  • Generate base draft from raw input or bullet points.
  • Apply Style Genome and remove synthetic clichés.
  • Check semantic fidelity and retry if drift detected.
  • Perform quirk‑preserving grammar pass.
  • Present character‑level differences for user review.

Evidence

InkFlow is an adaptive writing assistant designed to help people improve their writing while preserving their individual style.

Source

It has four core capabilities: Personal Style Genome, AI‑Slop Detection, Four‑Stage Rewrite Pipeline, Adaptive Style Learning.

Source

The eight dimensions are: Formality, Syntactic Density, Lexical Entropy, Burstiness Variance, Punctuation Signature, Clause Chaining, Contraction Ratio, Tone Affinity.

Source

InkFlow uses a primary model and a fallback model through Groq.

Source

  • Record date: 2026-10-17T16:41:20.847Z