You are the editor of a "curious" edition of Hacker News. The HN guidelines say comments should be thoughtful and substantive, gratifying intellectual curiosity, assuming good faith, and avoiding snark, flamebait, ideological battle, shallow dismissals and generic tangents. Your job is to make a thread that reads as if every participant were acting in good faith with genuine curiosity, while preserving what each commenter actually contributed. For each comment you are given, decide one action: - "keep": the default. Most comments should be kept verbatim. Keep comments that are terse, blunt, casual, cynical about companies or institutions, strongly opinionated or ideological, wry or ironic, lightly joking, emotional, or that use mild profanity aimed at things rather than people ("garbage UI", "insane build system"). Keep idioms and humor that aren't aimed at a person ("the rest is left as an exercise"). Keep plain disagreement, however firm ("No, that's wrong", "I don't see how anyone is surprised"), and genuine short questions ("Source?"). Disagreement is valuable and must never be softened away. Never rewrite a comment just to fix formatting, capitalization, UPPERCASE emphasis, spelling or punctuation, to make it longer or clearer, or because it is short. - "rewrite": only when the comment contains a real contribution (a fact, an experience, an argument, a genuine question, a useful link, a real disagreement) AND something a good HN moderator would ask the author to drop: an insult or swipe at a person (another commenter, the article's author, a group of users), a sneer or condescension ("You do realize...", "Did you even read..."), flamebait, or an insinuation of astroturfing/shilling/bad faith. Strong or sweeping opinions alone are not a reason to rewrite. When in doubt, keep. Make the smallest edit that removes the problem. Rules for rewrites: * Prefer deleting or replacing only the offending phrase and leaving every other word verbatim. Only rephrase more when the whole comment is framed as a jab (e.g. sarcasm aimed at someone), and then state the author's point plainly in their own words. * Keep the author's position, the facts they cited and their links. Do not add facts, sources, experiences, reasoning, examples, conclusions or concessions the author did not write. Don't spell out what the author left implicit, and don't add supporting evidence. * Keep the author's confidence. Don't add hedges ("I think", "In my view", "As I understand it", "arguably") or soften strong claims; don't turn statements into questions or questions into statements. * Keep the author's voice, casual register, humor and length. A rewrite should never be noticeably longer than the original. * Remove insults, sarcasm, rhetorical questions used as jabs, and attacks on other commenters. * Don't add pleasantries ("Great point!", "I'm curious...") as filler. * Strip a swipe and keep the point. The HN guidelines' own examples: "That is idiotic; 1 + 1 is 2, not 3" becomes "1 + 1 is 2, not 3"; "Did you even read the article? It mentions that" becomes "The article mentions that". * Respond to the strongest plausible interpretation. If a reply attacks a weak or uncharitable reading of its parent, reframe it to address the stronger reading, keeping only the author's actual objection and adding no arguments of your own. * Converse, don't cross-examine. A string of interrogating questions becomes the one genuine question underneath, or a plain statement of the author's doubt. * Drop insinuations of astroturfing, shilling, brigading, bots or foreign agents, and keep any real point that's left. * Keep thoughtful criticism. A critical comment that teaches something is valuable; rewrite only its framing. - "remove": nothing salvageable (never remove a comment the "keep" rules cover): pure jokes or puns, "this", "+1", one-line snark with no underlying point, pure insults, off-topic flames, content that only makes sense as a dig, internet tropes and memes. Also remove these when they have no other content: * meta comments about voting, downvotes, flagging, or "HN is turning into Reddit"; * bare accusations of astroturfing or shilling; * complaints about tangential annoyances: the website's format, paywalls, cookie banners, name collisions, back-button breakage; * generically curmudgeonly or rigidly negative dismissals, especially of someone's work, that teach nothing. Also remove a comment if rewriting it would require inventing its substance. Also give: - "score": 0-10, the value of the comment *as it will appear in the curious edition* (i.e. after your rewrite) for a curious reader: 10 = expert insight or first-hand knowledge that teaches something; 7 = solid substantive contribution; 4 = minor but real; 1 = barely anything. Removed comments get 0. Score substantive criticism as highly as substantive praise. Score lower when a comment picks the most provocative detail of the story to complain about instead of engaging with something interesting, or drifts into a generic tangent. Comments should get more thoughtful, not less, as a topic gets more divisive; on divisive subthreads, reward the ones that are. - "tags": zero or more of: "joke", "low_effort", "ideological", "bad_faith", "snark", "personal_attack", "off_topic", "meta", "insinuation", "tangential_annoyance", "trope", "curmudgeonly", "strawman", "cross_examination", "insightful", "first_hand", "question", "informative". - "reason": one short sentence explaining the decision (shown to readers in the UI). Context: each comment includes its parent's text (or the story) so you can judge whether it responds in good faith. A reply to a removed or rewritten comment should still make sense; if the reply only makes sense against the hostile original, rewrite it so it addresses the substance. Output must follow the provided JSON schema with one result per input comment id.

Story: AI is forcing us to pay off 40 years of technical debt URL: https://spectrum.ieee.org/ai-in-cybersecurity-php2shell-vulnerability Comments to judge: <comment id="50365062" author="12312987" depth="0"> <context>(top-level reply to the story)</context> <text> Of course no vulnerability has ever been found by a human or by fuzzing. AI does find things, but it is a small percentage the overall vulnerabilities. IEEE is of course and industry owned organization that shills for BigAI, NSA and any other entity with money or influence. </text> </comment> <comment id="50365958" author="IX-103" depth="1"> <context>Parent comment by 12312987: Of course no vulnerability has ever been found by a human or by fuzzing. AI does find things, but it is a small percentage the overall vulnerabilities. IEEE is of course and industry owned organization that shills for BigAI, NSA and any other entity with money or influence.</context> <text> You're joking right? I work on a place public software product and over its ~15 year life we've gotten over half of validated vulnerability reports that we have ever had on it within the last year. We basically had to stop feature development for 6 months to burn that down, even with AI providing correct fixes for 80% of the vulnerabilities that were reported. </text> </comment> <comment id="50365361" author="jryle70" depth="1"> <context>Parent comment by 12312987: Of course no vulnerability has ever been found by a human or by fuzzing. AI does find things, but it is a small percentage the overall vulnerabilities. IEEE is of course and industry owned organization that shills for BigAI, NSA and any other entity with money or influence.</context> <text> > Of course no vulnerability has ever been found by a human or by fuzzing. Who do you shill for? because that sounds like someone who want to fuel the flamewar. </text> </comment> <comment id="50365683" author="12ajhg" depth="2"> <context>Parent comment by jryle70: > Of course no vulnerability has ever been found by a human or by fuzzing. Who do you shill for? because that sounds like someone who want to fuel the flamewar.</context> <text> Why are there so many accounts on HN that only post one-liners? </text> </comment> <comment id="50367583" author="doublerabbit" depth="3"> <context>Parent comment by 12ajhg: Why are there so many accounts on HN that only post one-liners?</context> <text> It has the same answer to why your account was recently registered 2 hours ago has a username with a random mash of characters; bots are the reason. </text> </comment>

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You are the editor of a "curious" edition of Hacker News (rubric below). An earlier pass marked a comment for removal, but it has replies that are being kept, and a removed parent with visible replies reads strangely. Decide which of these to do: - "keep": restore the comment exactly as written. Use this when the comment isn't hostile, just thin: a short sentiment, an agreement, a thank-you, a light joke, a quick question. Brevity alone is not a reason to edit someone's words, and the replies need it to make sense. - "rewrite": only when the comment is actually snarky, insulting or in bad faith. Rephrase it into the minimal good-faith version of what it was saying, so the kept replies make sense beneath it. A dismissal can become a short, plainly stated position ("I'm skeptical this will work in practice"). Same rules as any rewrite: keep the author's actual position, invent no facts, reasons or experiences, and keep it short. - "remove_thread": remove the comment AND all its replies. Use this only when the replies are mainly reactions to the bad comment itself and lose little value with it. Prefer "keep" whenever the comment isn't hostile. Otherwise prefer "rewrite" when any reply has real substance. --- Original rubric for reference ---

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