{"data":[{"_meta":{"is_edited":true,"removal_type":"reddit","retrieved_2nd_on":1785656417,"was_initially_deleted":true},"all_awardings":[],"allow_live_comments":false,"approved_at_utc":null,"approved_by":null,"archived":false,"author":"Emergency-Arm758","author_flair_background_color":null,"author_flair_css_class":null,"author_flair_richtext":[],"author_flair_template_id":null,"author_flair_text":null,"author_flair_text_color":null,"author_flair_type":"text","author_fullname":"t2_2dk0f9yz43","author_is_blocked":false,"author_patreon_flair":false,"author_premium":false,"awarders":[],"banned_at_utc":null,"banned_by":null,"can_gild":false,"can_mod_post":false,"category":null,"clicked":false,"content_categories":null,"contest_mode":false,"created":1785526814,"created_utc":1785526814,"discussion_type":null,"distinguished":null,"domain":"self.ClaudeAI","downs":0,"edited":false,"gilded":0,"gildings":{},"hidden":false,"hide_score":false,"id":"1vc11nl","is_created_from_ads_ui":false,"is_crosspostable":false,"is_meta":false,"is_original_content":false,"is_reddit_media_domain":false,"is_robot_indexable":false,"is_self":true,"is_video":false,"likes":null,"link_flair_background_color":"#7d8282","link_flair_css_class":"","link_flair_richtext":[{"e":"text","t":"Skills"}],"link_flair_template_id":"98072542-4d13-11f1-9971-c6b2ecb5416b","link_flair_text":"Skills","link_flair_text_color":"dark","link_flair_type":"richtext","location_lat":null,"location_long":null,"location_name":null,"locked":false,"media":null,"media_embed":{},"media_only":false,"mod_note":null,"mod_reason_by":null,"mod_reason_title":null,"mod_reports":[],"name":"t3_1vc11nl","no_follow":true,"num_comments":92,"num_crossposts":0,"num_reports":null,"over_18":false,"permalink":"/r/ClaudeAI/comments/1vc11nl/whoever_popularized_the_adversarial_reviewer/","pinned":false,"pwls":6,"quarantine":false,"removal_reason":null,"removed_by":null,"removed_by_category":"reddit","report_reasons":null,"retrieved_on":1785526830,"saved":false,"score":745,"secure_media":null,"secure_media_embed":{},"selftext":"Small appreciation post. For the longest time my problem with Claude wasn't writing code, it was that it graded its own homework and gave itself an A. Ask it to check its work and it would cheerfully confirm the thing it just wrote is great.  \n  \nThe pattern that fixed it, which I picked up from posts here, is giving the review job to a fresh, separate context with an explicitly adversarial framing. Not \"review this,\" but \"you are a skeptical reviewer who did not write this and assumes it's flawed, find the problems.\" Spinning that up as its own step, with no memory of having written the thing, gets you an actually critical read instead of a proud parent.  \n  \nIt catches the stuff the author-context is blind to, because it isn't defending its own choices. Feels obvious in hindsight, but it took someone here spelling it out before it clicked for me.  \n  \nAnyway, credit to whoever spread this. What other skill patterns changed how you work that you didn't come up with yourself?","send_replies":true,"spoiler":false,"stickied":false,"subreddit":"ClaudeAI","subreddit_id":"t5_7t8hvt","subreddit_name_prefixed":"r/ClaudeAI","subreddit_subscribers":1051378,"subreddit_type":"public","suggested_sort":null,"thumbnail":"self","thumbnail_height":null,"thumbnail_width":null,"title":"Whoever popularized the \"adversarial reviewer\" skill pattern, thank you, it fixed the one thing I could never get Claude to do","top_awarded_type":null,"total_awards_received":0,"treatment_tags":[],"ups":745,"upvote_ratio":0.97,"url":"https://www.reddit.com/r/ClaudeAI/comments/1vc11nl/whoever_popularized_the_adversarial_reviewer/","user_reports":[],"view_count":null,"visited":false,"websocket_url":"wss://k8s-lb.wss.redditmedia.com/link/1vc11nl?m=AQAArUtualiBXAAljrR46esy9Wkl3518LuJAGSahgGAYL4BRnrVm","wls":6}]}