https://passbackai.com/blog A field manual for giving LLMs precise, multi-point feedback. Diagnoses, playbooks, and per-tool recipes for Claude, ChatGPT, Cursor, Gemini, and AI-builder surfaces like Lovable. en-us © 2026 Elad Diamant Mon, 01 Jun 2026 00:00:00 GMT https://passbackai.com/og.png https://passbackai.com/blog https://passbackai.com/blog/make-ai-ask-first https://passbackai.com/blog/make-ai-ask-first Mon, 01 Jun 2026 00:00:00 GMT Drop one prompt into Claude, ChatGPT, or Gemini and the ambiguity it would have papered over with a guess comes back as a short questionnaire instead. Paste the JSON into passbackai.com, answer the decisions on a form in 90 seconds, and paste the result back so the model proceeds on your answers — not its assumptions. https://passbackai.com/blog/extract-open-questions-from-any-text https://passbackai.com/blog/extract-open-questions-from-any-text Thu, 14 May 2026 00:00:00 GMT A Claude skill that reads any input — PRD, brief, retro, email, transcript — and emits a JSON questionnaire of up to 12 open decisions, each with 3–4 concrete option labels. Paste the JSON into passbackai.com and you get an interactive form. The decisions nobody made are now a checklist you can answer in 90 seconds, or forward to whoever needs to make them. https://passbackai.com/blog/omgfixmd-chrome-extension https://passbackai.com/blog/omgfixmd-chrome-extension Thu, 30 Apr 2026 00:00:00 GMT The PassbackAI Chrome extension intercepts Copy on Claude, ChatGPT, Gemini, and Perplexity and shows a small "Copied. Review in PassbackAI →" toast. One click opens passbackai.com with the answer pre-loaded — the six steps between Copy and reviewing become one click. No backend, no telemetry, content never leaves the browser. https://passbackai.com/blog/why-typing-feedback-into-the-chat-stops-working https://passbackai.com/blog/why-typing-feedback-into-the-chat-stops-working Sun, 26 Apr 2026 00:00:00 GMT The chat box doesn't fail at five corrections. It fails at three. By the fourth, the reviewer is knowingly shipping a message they expect the model to mis-target — some shipped feedback beats none — and the fifth correction lives its entire life inside their head. A close-read diagnostic of the typing-the-feedback failure mode, scene by scene. https://passbackai.com/for/lovable https://passbackai.com/for/lovable Fri, 24 Apr 2026 00:00:00 GMT Lovable is great at the first screen and harder at the fifth edit. Here is the feedback pattern that keeps scope tight — quote the exact span of the generated Markdown or copy that needs a change, pair it with a note, send the whole batch in one turn. Works from the chat box, works better with a tool. https://passbackai.com/blog/give-cursor-feedback-long-markdown-file https://passbackai.com/blog/give-cursor-feedback-long-markdown-file Fri, 24 Apr 2026 00:00:00 GMT Cursor's tools are tuned for code, where ambiguity is rare. Long Markdown prose has more ambiguity per line — and Cursor edits it like code, which is why the README keeps coming back rewritten. The playbook for keeping prose edits scoped. https://passbackai.com/blog/claude-projects-vs-attaching-doc-scoped-edits https://passbackai.com/blog/claude-projects-vs-attaching-doc-scoped-edits Fri, 24 Apr 2026 00:00:00 GMT Projects promise persistent context. Attachments promise fresh reads. Neither scopes your edits. A frank comparison of both, plus the format that does keep Claude editing only the passages you named. https://passbackai.com/blog/prompt-to-edit-only-specific-passages https://passbackai.com/blog/prompt-to-edit-only-specific-passages Fri, 24 Apr 2026 00:00:00 GMT Every "only edit X, leave the rest alone" prompt ranked by reliability, with the honest answer about why none of them work on their own — and the paired-passage format that does. Copy-pasteable templates included. https://passbackai.com/blog/chatgpt-rewrites-whole-document-when-i-ask-for-edits https://passbackai.com/blog/chatgpt-rewrites-whole-document-when-i-ask-for-edits Fri, 24 Apr 2026 00:00:00 GMT You asked for one small edit. It came back as a different document. Not your prompt — the chat box has no target selection, so every ask reopens the whole file. Here's what's actually happening and the format that stops it. https://passbackai.com/manifesto https://passbackai.com/manifesto Tue, 21 Apr 2026 00:00:00 GMT Every LLM user hits the same wall around the fifth comment: the chat box is a text area, and structured feedback on a 1,800-word answer is not prose input. A manifesto for why LLM answers need a feedback layer — and what it looks like when somebody bothers to build one. https://passbackai.com/blog/how-to-comment-on-markdown https://passbackai.com/blog/how-to-comment-on-markdown Tue, 21 Apr 2026 00:00:00 GMT Markdown has no native comment syntax. Every practical method — HTML comments, Google Docs, Notion, GitHub PR, Slack, purpose-built comment layers — ranked, with the 2026 case that matters most: giving the file back to the language model that wrote it. https://passbackai.com/blog/give-llm-feedback-multiple-passages https://passbackai.com/blog/give-llm-feedback-multiple-passages Tue, 21 Apr 2026 00:00:00 GMT The chat box loses at multi-point feedback. Every LLM user hits this wall around comment five. Here is the pattern that actually works — paired passages with notes — with a manual recipe for anyone, and a tool for anyone tired of doing it by hand.