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This article discusses a method that allows Markdown editors to have Typora-style instant preview, Notion-style block drag and drop, and a YAML structured attribute editor, with minimal modifications to the source code during editing, while strictly adhering to Markdown standards.
The article explores how recursive AI processes cause degradation in image and text outputs, illustrating with experiments using AI models like Nano Banana 2 and Gemini to discuss model collapse and stability in generative AI.
The article argues that watermarking may fail in agentic AI contexts because the final output often involves editing, making the text non-contiguous and disrupting watermark detection.
The article describes a vision for intuitive gesture-based interactions in AI writing, allowing users to edit content through physical gestures instead of using chat prompts.
Edyt is an AI-powered tool that enables text rewriting, explanation, and translation across all apps on Mac and Windows, including handling non-selectable text from PDFs and screenshots.
Tidy is a macOS tool that fixes grammar and spelling in any app using a keyboard shortcut, powered by Apple Intelligence without uploading data.
This post introduces 'unslop', a Cursor plugin that scans for AI-generated text patterns and rewrites content to add a human voice while preserving meaning.
Epilude is a local voice dictation tool for Mac that produces polished text.
Introduces CDR-Bench, a benchmark with 3,462 tasks to evaluate LLMs' ability to faithfully execute compositional, order-sensitive data refinement recipes. Experiments on 10+ LLMs reveal significant performance degradation in compositional and order-sensitive settings, highlighting a lack of procedural faithfulness.
Proposes ac-gpt, a simple modification to causal Transformers that enables evaluating and sampling from arbitrary conditionals (past, future, mixed) in a single forward pass while preserving left-to-right ordering and next-token prediction, allowing existing LLMs to be fine-tuned for arbitrary conditioning.
Simon Willison releases datasette-agent-edit 0.1a0, a base plugin for Datasette Agent that implements agentic text editing tools (view, str_replace, insert) reusable by other plugins.
EditLens is a regression model that quantifies the extent of AI editing in text, achieving state-of-the-art performance on binary and ternary classification tasks distinguishing human, AI, and mixed writing. It addresses the gap in detecting AI-edited rather than fully AI-generated text, with implications for authorship attribution, education, and policy.