Turnitout Changelog & Release Notes

✨ Major Additions

• Master 38-Pattern AI Tell Scrubber: Complete deterministic absorption of the blader/humanizer catalog (§1–§26) plus 12 Turnitout extensions (§27–§38). Eliminates ChatGPT introductory run-ups, meta-commentary, formulaic preambles, and conversational artifacts before main paraphrasing.
• Zero-Tell Invariant Safety Gate (TellInvariantGate): Strictly enforces the mathematical invariant tells(output) ≤ tells(input) across all three modification retry attempts, rolling back any transformation that adds an AI hallmark.
• Fact Invariant Gate (FactInvariantGate): Guarantees 100% preservation of numeric data, bracketed citations (e.g. [1], (Author, 2024)), and named entities across sentence modifications.
• Empirical Voice Matching Engine (Beta): Analyzes user writing samples or uploaded past documents (.docx, .pdf, .tex, .md, .txt) via Turnitout's polymorphic engine to mirror authentic sentence variance, contraction rates, and punctuation rhythm.
• Same-Subject Clause Coordination Transformer: Automatically detects repeated subject nouns or pronouns across adjacent clauses (§7) and refactors them into natural compound predicates without redundant subject repetition.
• Document-Level Tell Scrubber: Strips chatbot residue sentences (e.g., "I hope this helps!"), closing summaries, repetitive bold bullet styling, and decorative heading emojis.
• Load-Time Vocab Hygiene Firewall: Implemented filter_output_vocab() blocking overused AI verbs (delve, foster, bolster) and empty copula avoidance from ever loading as replacement targets, bringing empirical tell additions to 0 across all three presets.
• Live Transformation Telemetry: Summary dashboard and CLI report now track AI Tells Scrubbed and Subject Coordinations in real time.

⚙️ Pipeline & Preset Refinements

• Phase-Decoupled Conveyor Belt: Replaced hardcoded array index slices with semantic execution phases ("scrubber", "main", "post", "citation") across all 19 transformers.
• Appositives Disabled in Academic Preset: Informative parentheticals are now disabled in Academic/Technical mode to preserve dense scholarly register, while active in Casual and Conversational presets.
• Conceptual Bridges Disabled by Default: Disabled "against this backdrop" and "viewed through this lens" connectors by default to prevent triggering modern AI detector classifiers.

• String-Aware Comment Token Finder: Character-by-character parser ignoring comment symbols inside string literals and URLs.
• Expanded Conversational Dictionary: Expanded rules database to 4,068+ central JSON mappings.
• Paraphrasing Intensity Slider: Upgraded to 0–100 percentage scale with dynamic range mapping to internal aggressiveness.
• 1-Click Clipboard Copy: Added inline HTML DOM copy buttons for rapid workflow.

• Code Mode Presets: Humanizes comments in Python, C/C++, Java, C#, JS/TS, Go, Rust, Shell, SQL, and HTML/CSS while guaranteeing 100% executable syntax preservation.
• AI Docstring Converter: Converts triple-quoted AI docstrings into clean developer single/multi-line comments.
• Developer Skill Personas: Beginner, Intermediate, and Senior Architect personas.

• Automatic Citation Generation: Dynamic creation of BibTeX (.bib), LaTeX (\cite{}), and JSON reference packages.
• Hierarchical Discipline Taxonomy: Multi-disciplinary taxonomies for CS, Engineering, Physics, Math, Finance, and Medicine.
• Batch ZIP Export: Multi-document humanization with in-memory ZIP package creation.