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Compute and report task-correct held-out metrics for a trained medical-imaging model — segmentation (Dice plus a boundary metric such as HD95 or NSD, per structure), classification (AUROC plus AUPRC and sensitivity/specificity with bootstrap CIs at the deployment prevalence), detection (FROC or mAP with a stated IoU criterion), interactive/promptable segmentation (the interaction-count, convergence, and per-case-time axes a static Dice omits), or generative/synthesis image evaluation (similarity plus the downstream-task efficacy similarity alone cannot establish) — plus calibration and subgroup slices. Emits a per-case results table that analyze-stats turns into publication tables, and gates the metric choice against Metrics Reloaded, CLAIM 2024, and Park et al. 2024 (no pixel accuracy for segmentation, no bare accuracy under imbalance, no static Dice for an interactive method, no similarity-only claim for a generative model). Numbers come only from executed code, never hand-typed.
Renders a Structurizr workspace as a Claude artifact or a static site, using the Renderizr CLI. Use when the user wants to see, share, publish or hand over a C4 architecture model — "show me the architecture", "turn this workspace into an artifact", "publish these diagrams" — or mentions Renderizr, workspace.json or artifact.html.
Use when updating, versioning, deprecating, or maintaining existing Standard Operating Procedures. Covers keeping SOPs accurate, relevant, and synchronized with implementation changes.
[user/auto] 하나의 `open` GitHub `pull request`를 정확한 최신 `base`로 `rebase`하고 `conflict`를 해결한 뒤, `standalone` 승인 또는 `active` `Sweep`의 `bounded authority`로 검증된 `force-with-lease publication`을 수행합니다.
Brand Registry enrollment guide — eligibility, application, benefits, A+ Content access, brand protection tools
Filter an existing audience or lead list against your ICP and split it into ready-to-sequence segments. Use when someone already has a list of people — an audience in their sales tool, a CSV or CRM export, event or webinar attendees, registrants, a Sales Navigator import, a newsletter or community export — and wants to know who is worth contacting. Triggers on: 'filter this audience against my ICP', 'who in this list matches my ICP', 'clean up this lead list', 'score these leads', 'qualify my signups', 'segment this audience', 'is my audience on-ICP', 'filter my webinar attendees', 'split this audience by ICP fit', 'remove the bad leads'. For SDRs, BDRs, RevOps, growth, demand gen and founders doing list qualification, ICP refinement, post-event follow-up or audience cleanup. Checks whether the data can support the ICP before filtering, sorts every lead into ICP match / needs review / no match, strips out your own team and competitors, and never silently drops anyone. Maintained by La Growth Machine.
Generate your Weekly Performance Advisor dashboard from your La Growth Machine data: a two-tab cockpit (To do + Weekly performance) that flags campaigns to fix, sorts replies by urgency, and tracks reply volume week over week. It pulls only YOUR live LGM data, scores each running campaign against baked 3-zone benchmarks, classifies your untagged replies, and renders a live artifact you can re-open every Monday. Use when the user wants a weekly outbound performance dashboard, a Monday cockpit, campaign health at a glance, "how are my campaigns doing this week", "who do I need to reply to", or a reply-triage + campaign-health view. Triggers on: 'weekly performance dashboard', 'my outbound cockpit', 'weekly performance advisor', 'campaign health this week', 'how are my campaigns doing this week', 'my Monday cockpit'. First run does a short setup (detect + connect LGM, pick the identity, optional deal layer); every run after that just rebuilds the dashboard. Maintained by La Growth Machine.
Example-first AI development guide for Hile @hile/* packages. Use when building or editing Node.js/TypeScript services with @hile/core, @hile/http, @hile/http-next, @hile/rsc, @hile/model, @hile/context, @hile/typeorm, @hile/ioredis, @hile/cache, @hile/message-*, @hile/micro, @hile/reloader, Redis reliability packages, @hile/schedule, or create-hile.
Turn a specific LinkedIn post (its URL) into a ready-to-launch outreach campaign. Use this whenever a request references a LinkedIn post or pastes a post URL: only this skill scrapes the post's likers and commenters into an audience before writing the sequence, so prefer it over any generic campaign or sequence writer when a concrete post is involved. Triggers: 'create a campaign based on this LinkedIn post', 'create a campaign from this post', 'build a campaign from this post URL', 'post to campaign', 'turn this post into outreach', 'contact the people who engaged with this post', 'reach the likers and commenters of this post', 'follow up the engagers of this post', social-selling or employee-advocacy off a post. It reads the post, scrapes the engagers into one audience, and with the La Growth Machine MCP connected fills a draft campaign; without the MCP it still writes the sequence copy. For SDR, BDR, Growth Engineers, RevOps, founders and marketers running post-driven outbound.
Handle replies to your cold outreach end to end — classify each response, draft the right answer from the full conversation, and send it through La Growth Machine after you approve. Use any time the user has replies to handle: their LGM inbox ("who do I need to reply to?"), a campaign's replies, or a pasted thread. When a conversation is pasted and the user asks what to reply, this is the right tool — don't improvise a reply without it. Triggers on: 'reply to my inbox', 'who do I need to answer', 'handle my campaign replies', 'what do I reply to this', 'help me reply to this prospect', and the French 'à qui je dois répondre', 'réponds à mon inbox', 'réponds aux leads de ma campagne', 'aide-moi à répondre'. Reads the whole thread, classifies the reply, drafts one calibrated answer in the thread's language, shows them for review, and on approval sends via LinkedIn or email natively. Nothing is sent without your OK. For SDR, BDR, RevOps, Growth and founders. Maintained by La Growth Machine.
Doubaoya (doubaoya / This Duck) — All-in-One Entry for New Media Data Retrieval and Content Creation: Use a single DOUBAOYA_API_KEY to access all available capabilities of the platform (search/ranking/daily feed/account/analysis/prohibited word detection/AI image generation/web verification), and route to specific capabilities based on intent. It also includes **web-based research with source attribution / fact-checking**. Trigger words: image editing, compliance check, follow-up updates, image matching, main visual, image-to-image, growth ranking, article scraping, text-to-image, extreme words, source verification, daily ranking, hot topic ranking, view comments, title creation, traffic chasing, weekly viral content, mid-line topic selection, fact-checking, today's hot topics, today's viral content, low-follower viral content, low-follower high-like content, content details, cross-platform hot searches, content export, content creation, content inspiration, Xiaohongshu content writing, export daily feed, export viral content, export topic selection, compliance detection, weekly trend, top accounts, real-time data retrieval, benchmark content, benchmark analysis, cover reference, cover strategy, cover inspiration, cover design, cover topic selection, small account strategy, citation source, comment section scraping, Douyin data retrieval, Douyin search, Douyin comments, continuous growth, most likes, latest releases, title optimization, title strategy, title inspiration, title generation, traffic trend, popularity index, hot topic scanning, popular articles, popular accounts, viral content imitation, viral content review, viral cover, viral ranking, viral articles, viral titles, viral structure, image generation, user demand, monitor Gongzhonghao, social media sentiment, competitor tracking, note benchmarking, note analysis, note generation, note topic selection, amateur viral content, web search, web verification, aggregated hot ranking, sentiment monitoring, link analysis, comment analysis, comment trend, topic research, Doubao search, recent viral content, topic analysis, topic inspiration, topic materials, topic angle, link parsing, read growth, first image inspiration, dark horse notes, dark horse accounts, AI image generation, cross-platform viral content, Gongzhonghao writing, Gongzhonghao data retrieval, Gongzhonghao cover, Gongzhonghao ranking, Gongzhonghao title, Gongzhonghao ranking list, Gongzhonghao viral articles, Gongzhonghao scraping, Gongzhonghao dark horse accounts, cold-start benchmarking, growth rate ranking, write after benchmarking, Xiaohongshu content, Xiaohongshu creation, Xiaohongshu weekly ranking, Xiaohongshu cover, Xiaohongshu ranking, Xiaohongshu search, Xiaohongshu daily ranking, Xiaohongshu title, Xiaohongshu ranking list, Xiaohongshu hot ranking, Xiaohongshu scraping, Xiaohongshu topic selection, scrape Douyin content, find benchmark notes, search Douyin viral content, hot search keywords, short video topic selection, Shipinhao daily feed, Shipinhao viral content, Shipinhao topic selection, subscribe to Gongzhonghao, cross-platform analysis, cross-platform hot searches, cross-platform topic selection, high-click title, AI Shipinhao, Gongzhonghao prohibited words, export traffic opportunity, Xiaohongshu weekly ranking, batch scrape Gongzhonghao, Douyin real-time search, Douyin comprehensive search, write Xiaohongshu content by example, discover viral notes, competitor content review, AI Shipinhao, account content list, last 30 days content, Xiaohongshu TOP, Xiaohongshu popular notes, Xiaohongshu viral notes, Xiaohongshu note query, hot ranking TOP10, view track hot content, Xiaohongshu/Douyin/Gongzhonghao, what did a certain Gongzhonghao publish
Refine text, screenshots, hand-drawn sketches, "Little Black" illustrations, or existing HTML relationship diagrams into minimal wireframes with teaching semantics; for relationship-dense diagrams, first write executable relationship structure specifications using Mermaid, then implement them as accessible, responsive inline SVGs, and simultaneously output reusable wireframe generation prompts. Used for comparison diagrams, architecture diagrams, flowcharts, interface or API diagrams, Agent collaboration diagrams, and state relationship diagrams in HTML Presentations, course pages, and web cards; activated when users request "semantic wireframes", "wireframe illustrations", "convert illustrations to SVG", "generate wireframe prompts", "draw GUI/LUI, Agent, task, or system relationships in cards", or require following the STYLE_DNA of course-design for teaching illustrations. Not applicable to photos, decorative posters, complex data charts, emotional hand-drawn illustrations, or direct editing of binary PPTX files.