[{"data":1,"prerenderedAt":199},["ShallowReactive",2],{"use-case:deepseek-hardness-x-discussions:en":3,"related-use-cases:deepseek-hardness-x-discussions:social-research:en":164},{"id":4,"title":5,"authorized":6,"body":7,"capabilities":14,"category":15,"contentStructure":16,"context":17,"conversation":18,"dataStory":33,"description":99,"evidence":100,"extension":119,"goal":120,"limitations":121,"locale":125,"meta":126,"navigation":6,"path":127,"performedAt":128,"platforms":129,"prompt":133,"published":6,"redacted":6,"relatedArticles":134,"relatedCases":135,"results":136,"screenshots":142,"seo":143,"slug":144,"sourceType":145,"stem":146,"steps":147,"tools":160,"translationKey":144,"updated":162,"__hash__":163},"useCases\u002Fuse-cases\u002Fdeepseek-hardness-x-discussions\u002Fen.md","Find popular X discussions on DeepSeek Harness",true,{"type":8,"value":9,"toc":10},"minimark",[],{"title":11,"searchDepth":12,"depth":12,"links":13},"",2,[],[],"social-research",null,"A content operator currently needs to decide what to say about DeepSeek Harness on X while the discussion is changing quickly. The need is a current map of public conversation, not a retrospective product summary.",[19,22,25,27,29,31],{"role":20,"content":21},"user","Social Signal Retrieval: What are the popular discussions about DeepSeek hardness on X recently? Give me some marketing ideas.",{"role":23,"content":24},"assistant","I’ll begin with X discussions from the previous seven days, covering the exact phrase “DeepSeek hardness,” English variants and Chinese references, then verify the topic context.\n\nThe first-pass evidence indicates that “DeepSeek Hardness” refers to DeepSeek Harness (DSH), with “Hardness” circulating as a spelling variant. Discussion on X centers on launch anticipation, the plugin ecosystem, onboarding friction and comparisons with other agent tools. To avoid drawing a cross-platform conclusion from X alone, the next useful step is to add Zhihu and Xiaohongshu evidence and recalibrate the Chinese social strategy.",{"role":20,"content":26},"Continue with the social marketing ideas and add evidence from Zhihu and Xiaohongshu.",{"role":23,"content":28},"I expanded the research to Zhihu and Xiaohongshu. Zhihu discussion was concentrated around pricing controversy, release experience, the black-whale logo and architecture explainers. On Xiaohongshu, a query for “DeepSeek Harness” covering the previous week and sorted by popularity returned 20 posts with a distinctly different content pattern.\n\nThe leading Xiaohongshu post—the blue fish turning black logo meme—had 1,138 likes, 140 saves, 144 comments and 101 shares. A tutorial announcement had 451 likes, 205 saves and 158 comments; a separate installation and desktop-icon post had 69 likes and 101 saves. A contested comparison generated 214 comments and 333 shares, while a paper analysis received 403 saves versus 381 likes.\n\nThe evidence supports three directions: fan art for immediate interaction; differentiated video, Windows, non-developer or desktop tutorials for validated learning demand; and reproducible neutral comparisons instead of unsupported “crushes” claims.",{"role":20,"content":30},"Turn those findings into execution priorities and state the risk boundaries.",{"role":23,"content":32},"P0: publish black-whale fan art the same day. P1: within 24 hours, answer the active Zhihu question and produce a video, desktop or save-oriented tutorial. P2: within three days, publish a neutral DSH + V4 Flash comparison and an “everything is a plugin” architecture graphic. P3: over five to seven days, build English technical content and plugin assets on X.\n\nBoundaries: do not lead with the pricing controversy; keep persona memes at a distance; re-check official repository figures and existing tutorials before publishing. These findings come from public samples within specified windows and do not represent either platform in full.",{"userQuestion":34,"problemToSolve":35,"answer":36,"publicDisclosure":37,"targetTitle":38,"metrics":39,"comparison":56,"decisionShift":78,"reusableSteps":88,"nextActions":94},"What is hot about DeepSeek Harness on X, and what should I publish first?","Turn a bounded public social sample into a posting order, while marking pricing fights and persona memes as risks rather than consensus.","The highest Xiaohongshu interaction was the black-whale logo remix at 1,138 likes. Tutorials and comparisons have demand, but the first-mover window is closing; pricing controversy should not lead.","The user authorized publication of native platform metrics, the research process and the priority conclusion. Account names and personal links remain redacted.","DeepSeek Harness cross-platform discussion",[40,44,48,52],{"label":41,"value":42,"note":43},"Xiaohongshu sample","20","Past week \u002F popularity",{"label":45,"value":46,"note":47},"Highest likes","1,138","Black-whale logo meme",{"label":49,"value":50,"note":51},"Tutorial teaser likes","451","205 collects",{"label":53,"value":54,"note":55},"First action","P0","Ship IP remix today",{"title":57,"description":58,"unit":59,"targetLabel":60,"targetValue":61,"items":62},"Likes in the returned Xiaohongshu sample","Bars start at zero. Labels are content types from this retrieval, not a time trend.","likes","Black-whale logo remix",1138,[63,66,69,72,75],{"label":64,"value":65},"Launch news",390,{"label":67,"value":68},"Paper recap",381,{"label":70,"value":71},"Tutorial teaser",451,{"label":73,"value":74},"Controversial comparison",214,{"label":76,"value":77},"Install \u002F desktop icon",69,[79,82,85],{"label":80,"body":81},"Initial concern","The first move should be a technical tutorial or a pricing fight.",{"label":83,"body":84},"What the data showed","The strongest interaction was a pre-launch IP meme. Tutorials collect well, but long-form first-mover slots are already taken.",{"label":86,"body":87},"Revised judgment","P0 is the black-whale remix. Tutorials should differentiate by video or desktop packaging. Pricing stays off the lead.",[89,90,91,92,93],"Confirm the real topic name before chasing spelling variants.","Add a second and third platform instead of reading X alone.","Rank with native metrics; do not treat heat as market share.","Separate high-interaction directions from risk lines.","Sequence actions by today, 24 hours and three days.",[95,96,97,98],"Publish the black-whale IP remix today.","Ship a differentiated tutorial within 24 hours.","Publish a reproducible neutral comparison within three days.","Recheck official repository figures before posting.","A Social Signal Retrieval run that aggregated X, Xiaohongshu and Zhihu signals around the newly released DeepSeek Harness, and turned them into a priority-ranked posting plan with risk boundaries.",[101,104,107,110,113,116],{"title":102,"body":103},"The Xiaohongshu query returned 20 posts with the specified settings","The query used “DeepSeek Harness,” limited results to the previous week and sorted by popularity. The leading post—the blue fish turning black logo meme—had 1,138 likes, 140 saves, 144 comments and 101 shares. Other leading posts included the “aircraft carrier” reaction (588\u002F187\u002F62\u002F238), a long-form tutorial announcement (451\u002F205\u002F158\u002F213), release news (390\u002F307\u002F84\u002F429) and a paper analysis (381\u002F403\u002F39\u002F231). All figures are public snapshots from this run.",{"title":105,"body":106},"Xiaohongshu's dominant content pattern was IP memes and fan art, not technical debate","The blue-fish-to-black-fish meme drew nearly twice as many likes as the second-ranked post and appeared three days before the official release. Black-whale drawings, stickers and wallpapers had already formed a distinct content lane with low production cost and high interaction, showing that visual speculation can attract attention before launch.",{"title":108,"body":109},"Save behavior validated tutorial demand, but the first-mover window was closing","The long-form tutorial announcement received 451 likes, 205 saves and 158 comments, indicating that early-access creators had already occupied the first tutorial wave. A separate installation and desktop-icon post had 69 likes but 101 saves—about 1.5 times its likes. The stronger follow-up options were video, Windows-specific guidance, non-developer onboarding or desktop packaging rather than another similar long article.",{"title":111,"body":112},"Contested comparisons and save-oriented depth were two validated sharing templates","A “V4Pro + Harness beats Fable?” comparison generated 214 comments and 333 shares, showing that contested comparisons trigger discussion and redistribution. A paper-analysis post received 403 saves versus 381 likes, supporting durable, reference-style content. The recommended response was therefore a reproducible neutral benchmark, not a “crushes” claim.",{"title":114,"body":115},"The action plan ranked work by timing and effort-to-impact ratio","P0 was same-day black-whale fan art. P1 covered a Zhihu hot-list answer plus differentiated video, desktop or save-oriented tutorials within 24 hours. P2 was a neutral DSH + V4 Flash benchmark and an “everything is a plugin” architecture graphic within three days. P3 was English asset building on X through a plugin-directory submission and useful replies within five to seven days.",{"title":117,"body":118},"The conclusion retained three explicit red lines","Avoid leading with the pricing controversy; keep persona memes at a distance and use the validated logo motif instead; re-check star and plugin counts in the official repository and review existing long tutorials before publishing. The evidence covers only the top 20 posts from one week sorted by popularity, not the full platform, and the run did not inspect every image inside every post.","md","Retrieve current X discussion signals about DeepSeek Harness and turn the strongest supported themes into executable posts with explicit uncertainty boundaries.",[122,123,124],"The heat data is a snapshot across three platforms, not a representative market survey; likes, saves and comments should be re-checked on each platform before publishing.","Creator mentions are used only for positioning; the Skill does not score accounts or rank influence.","Star counts and plugin counts must be verified against the official repository before any post goes out.","en",{},"\u002Fuse-cases\u002Fdeepseek-hardness-x-discussions\u002Fen","2026-08-14",[130,131,132],"X","Xiaohongshu","Zhihu","@skill:Social Signal Retrieval What are the popular discussions about DeepSeek hardness on X recently? Provide me with marketing ideas",[],[],[137,138,139,140,141],"P0 - Post today: Xiaohongshu \"black whale\" logo fan-art, a blue-ocean angle with proven traffic and only one creator currently in the space.","P1 - Zhihu hot-list answer that avoids the pricing narrative, plus tutorial differentiation: video, desktop-packaging, and bookmark-friendly step-by-step formats.","P2 - A neutral, reproducible DSH + V4 Flash benchmark instead of a \"crushes Fable\" take, plus a one-image \"everything is a plugin\" architecture infographic.","P3 - English asset accumulation on X: submit a plugin to the awesome-dsh-plugin directory and add value in reply threads of large accounts.","Three red lines: avoid pricing topics, keep persona memes at a distance, and re-verify star and plugin counts against the official repo before publishing.",[],{"title":5,"description":99},"deepseek-hardness-x-discussions","authorized-user","use-cases\u002Fdeepseek-hardness-x-discussions\u002Fen",[148,151,154,157],{"title":149,"body":150},"Retrieve conversations across platforms","Used Social Signal Retrieval to fetch recent public discussions about DeepSeek Harness, aggregating signals across X, Xiaohongshu and Zhihu.",{"title":152,"body":153},"Spot validated content angles","Mapped proven directions - the \"blue whale turns black\" logo fan-art, a long-form tutorial, and a contested benchmark post - together with the creators who own them.",{"title":155,"body":156},"Mark risk zones","Flagged negative hotspots such as the pricing narrative and persona memes as boundaries to avoid, keeping the recommendations defensible.",{"title":158,"body":159},"Rank and schedule","Ranked the plan by effort-to-impact ratio into P0-P3, and attached a posting schedule plus a pre-publish data verification list.",[161],"$research-social-signals","2026-08-15","w9FXDszuAdAgOPoDb7FF3Rx8IBQPFvauShbvHxfwn4Q",[165,170,174,178,182,188,189,194],{"slug":166,"category":15,"title":167,"description":168,"performedAt":169},"grok-for-excel-seo-signal","Assess Grok's opportunity after OpenAI limits Cursor model access","A current X research snapshot examining how OpenAI's Cursor access change may affect Grok's position in coding tools, with native post metrics and explicit coverage limits.","2026-08-31",{"slug":171,"category":15,"title":172,"description":173,"performedAt":169},"wechat-seo-keyword-conflict-article-analysis","Measure how the latest WeChat official-account article is performing","A Social Signal Retrieval run that resolved the WeChat official account (account id and nickname redacted) behind an article, retrieved its latest 10 articles, and benchmarked the target article against the account baseline.",{"slug":175,"category":15,"title":176,"description":177,"performedAt":169},"xiaohongshu-account-growth-diagnosis","Diagnose why a Xiaohongshu account is underperforming and define its direction","A Social Signal Retrieval snapshot of 12 public Xiaohongshu notes, using native account counters and note-level metrics to identify the account's strongest recent topic and format signals.",{"slug":179,"category":15,"title":180,"description":181,"performedAt":169},"zhihu-ai-replacing-programmers-search","Search Zhihu for discussions about programmers being replaced by AI","A current Zhihu search for discussions about programmers being replaced by AI, retaining the 20-result retrieval boundary and 18 accepted results without claiming exhaustive coverage.",{"slug":183,"category":184,"title":185,"description":186,"performedAt":187},"chatgpt-403-error-keyword-research","seo-research","Decide whether the \"ChatGPT 403 Forbidden\" error keyword cluster is worth targeting","A keyword demand-signal analysis of the \"ChatGPT 403\" error family that filtered for 50–500 monthly searches and difficulty under 30, then shaped the results into a two-article troubleshooting cluster instead of standalone pages.","2026-08-20",{"slug":144,"category":15,"title":5,"description":99,"performedAt":128},{"slug":190,"category":15,"title":191,"description":192,"performedAt":193},"linkedin-post-engagement-analysis","Analyze 95 LinkedIn posts for a content-strategy shift and replicable engagement patterns","A Social Signal Retrieval run that paginated through all 95 returnable posts of a LinkedIn account, compared early and recent content, and extracted replicable patterns without making readership promises.","2026-08-12",{"slug":195,"category":184,"title":196,"description":197,"performedAt":198},"seo-keyword-opportunity-demand-research","Research real keyword-opportunity needs with Reddit and X signals","A cross-platform social-signal study that combined public Reddit and X discussions into an evidence matrix, identifying the decision confidence, risk checks, and demand context people need from a keyword-opportunity product.","2026-08-07",1788262611126]