**Prepared by:** Product Lead (DRI)

**Objective:** 2x qualified pipeline (from current baseline to double) within 6 months by expanding from 3 live integrations to 10-15 through HRIS and ATS integration partnerships.

**Platform name:** ML Platform (internal)

- **Users**: 40 ML engineers

- **Taste domain:** Onboarding (first-run)

**Decision Required:** Whether to sunset Feature X by March 15.

**Prepared for:** New Product Lead | 5 Direct Reports | PST + EST Time Zones

- **Product:** Bulk CSV import feature for the admin panel of a B2B SaaS platform

Admins need to bulk-import data via CSV. We have 4 weeks (20 working days). This document cuts scope to a shippable MVP, identifies the riskiest parts, and includes a Wizard-of-Oz validation plan for

**Title:** Pause Analytics Dashboard Build to Address Critical Data Pipeline Reliability

**Prepared by:** Product Leadership

- **Product:** B2B analytics platform (enterprise tier)

We begin by generating three distinct product directions, each addressing the core problem -- admins cannot tailor dashboards by role, causing irrelevant data exposure, stalled adoption, and blocked e

- **Product:** Analytics Dashboard (B2B SaaS)

React component patterns for GDEX portfolio dashboards — token balances, trade history, chain selectors, and live data polling

Rules-based visual UI design system covering colour, typography, spacing,

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Reusable procedural skills extracted from CLAUDE.md. Each skill has a canonical name (kebab-case), trigger conditions, ordered steps, and a verification check. Invoke a skill by name: *"run the cargo-

End-to-end process for summarizing a book into the Docsify knowledge base. Use when the user provides a book file (.epub, .pdf, .txt, .md) and wants chapter-by-chapter summaries.

Iced GUI framework Elm architecture patterns for Rust. Feature-based code organization, message flow, Task::done dispatch, core/UI separation, snapshots, deferred side effects, subscriptions, component independence. Persistence and app state: database initialization only in main.rs; transient store (no singleton, no factory); Directory generic over store; store only in constructor; call store.get_last_session from workspace; on folder load failure keep previous state. Solved patterns: keyboard→app→workspace→feature message chain, selectable rows with one parent background (hover/delete without breaking layout), consolidated styles in theme.rs, delete+hover list UX, selection styling (widget outline + row background, same accent family, vertical centering in cells). Use when building iced UI features, adding messages, creating views, wiring components, organizing iced code, implementing persistence/session, row layout, or selection styling.

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Cerate or Update a GitHub Issue for each Module in the task document.

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Master reference for building premium, production-quality UI on Stratify. Enforces surgical mode, auth protection, icon/badge rules, design system, soft glass cards, motion, and trading patterns. Use for all Stratify dashboard, components, and UI work.

Draw shapes, arrows, and diagrams on a TLDraw canvas via the agent-canvas CLI. Use when an agent needs to visually communicate ideas, create diagrams, flowcharts, or annotate a whiteboard. Triggers on tasks involving drawing, diagramming, visual explanations, or canvas manipulation.

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Skill for using Fabro, the open source AI coding workflow orchestrator that lets you define agent pipelines as Graphviz DOT graphs with human gates, multi-model routing, and cloud sandboxes.

Diagnose GitHub Actions CI failures and suggest fixes. Use when the user reports CI failed, GitHub job failed, Actions failed, build failed on remote, upload artifact failed, or pastes a failure from the Actions tab.

This skill should be used when the user asks to 'write a paper', 'start a writing project', 'draft an article', 'write about', 'brainstorm writing topics', 'gather sources for a paper', 'what should I write about', or needs the writing workflow entry point for any writing task.

Break down unknowable quantities into estimable components to reach order-of-magnitude accuracy when making quick decisions without precise data

Portable connector between JWebMP and Vert.x 5 powered by GuicedEE. Provides automatic page routing, AJAX event pipeline, data component servlet, CSS endpoint, site-loader script, WebSocket broadcasting via event bus, user-agent detection, and call-scope integration. Use when working with JWebMP Vert.x integration, HTTP routing, AJAX handling, WebSocket communication, or building reactive web applications with JWebMP.

Zero-Trust security patterns — mTLS between microservices (Istio/SPIFFE), SPIRE workload identity, OPA/Envoy authorization, NetworkPolicy default-deny-all, short-lived credentials, service mesh security, and Kubernetes RBAC hardening.

Run a dependency scan using the Socket CLI. Prompts unauthenticated users

End-to-end 8-dimension verification — requirements through delivery, all aligned and correct

Integrate Supabase backend services — authentication, database, storage, and realtime subscriptions. Use when: setting up Supabase client, configuring auth providers (email, OAuth, magic link), writing database queries, creating RLS policies, handling file uploads, or subscribing to realtime changes. Triggers on 'setup supabase', 'add auth', 'configure login', 'supabase query', 'RLS policy', or any Supabase integration task.

> Deploy React Native apps with EAS Build, EAS Submit, OTA updates, and automated CI/CD pipelines

Manipulate form field state using g_form APIs — no server calls required. Covers field value get/set, mandatory/read-only/hidden control, inline validation and error messages, section and tab visibility, and form state checks. Use for dynamic/runtime field manipulation triggered by user actions (onChange, onLoad, onSubmit). For static field behavior based on conditions, prefer UI Policies instead — they load faster and don't require scripting. For scripts requiring GlideAjax server communication, use the servicenow-client-scripts skill. Trigger this skill whenever the user needs to control field visibility, mandatory state, read-only state, field values, or form messages in a ServiceNow client script without making server calls.

> Expertise, methodes & operationele kennis

⚠️ MUST LOAD BEFORE any skill operation (install/update/deploy). Provides skill lifecycle commands (find/download/scan/install). Triggers on skill search, installation, INBOX management, or skill quality queries.

> Measure and prevent unexpected layout shifts — elements visually moving after being rendered — by reserving space for dynamic content, handling font loading, setting explicit dimensions, and underst

Manage stacked PR workflows with Graphite CLI in Graphite-enabled repos only; supports autonomous coordinator/workmux execution.

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- Read and update task-tracker.md

Comprehensive guide for Crawl4AI - open-source LLM-friendly web crawler and scraper with 62k+ GitHub stars. Covers CLI commands (crwl), Python API, Docker API, deep crawling strategies (BFS, DFS, best-first), content extraction (CSS selectors, LLM-based extraction), markdown/json output, anti-bot bypass, and advanced features for RAG pipelines, data extraction, and batch URL processing.

Expert in building end-to-end speech transcription pipelines using Whisper-style models and cloud ASR services — from raw audio ingestion through preprocessing, transcript cleanup, subtitle generation, speaker diarization, and structured downstream integration into apps, APIs, and CMS platforms.

> UI state inventory — empty, loading, partial, error, success, offline, disabled, read-only, and how each state communicates system status

> Khi nhận role này, Claude hoạt động như Designer của Codebase Map.

fact check

Builds and installs new agents end-to-end: design, code, package, gate, install.