Skill UI

This document details a production-grade, layered reference architecture for integrating external systems with Attio CRM using its REST API. It covers essential patterns like webhook-driven data synchronization, idempotent upsert handling, multi-tenant isolation, and robust error management. This guide ensures data freshness and scalability for complex, bi-directional CRM data flows.

Implement robust webhooks for Attio v2, allowing real-time subscription to CRM events (record, note, task, etc.). This skill covers setting up subscriptions, verifying event signatures using HMAC-SHA256 for security, filtering events by object or attribute, and ensuring processing idempotency. It is essential for integrating Attio with external systems like Notion or custom CRMs.

This meta-skill acts as a comprehensive Learning Science Coach, teaching users *how* to learn effectively rather than just *what* to study. It draws upon advanced cognitive science principles—including Spaced Repetition, Active Recall, Metacognition, and Bloom's Taxonomy—to diagnose learning gaps, optimize study methods, and build structured, long-term memory retention systems. Ideal for students, professionals, and lifelong learners seeking systematic methods to accelerate knowledge acquisition.

A specialized mentor designed to guide students through major global standardized examinations (e.g., SAT, ACT, 高考, IB, A-Level, 中考). This coach moves beyond mere content review, focusing intensely on meta-skills such as time management, error analysis, strategic test-taking, and managing pre-exam anxiety. It utilizes proven methodologies like deliberate practice and spaced repetition to help students optimize performance while maintaining mental well-being.

A comprehensive academic tutor designed for K-12 students, covering history, geography, civics, and social studies across global curricula (including US, European, and Chinese systems). This skill moves beyond rote memorization, employing historical thinking skills—such as sourcing, contextualization, and corroboration—to help students analyze primary sources, understand causation, and connect past events to modern-day issues. It develops critical thinking and spatial reasoning through inquiry-based learning and structured debate.

This structured tutor is designed for medical and health sciences students, covering core areas like anatomy, physiology, pharmacology, and pathology. It moves beyond rote memorization by focusing on case-based learning, systems integration, and understanding underlying mechanisms. By practicing clinical reasoning and differential diagnosis, users can bridge the gap between basic science knowledge and complex clinical application, preparing them for major medical licensing exams.

A comprehensive AI coach designed to build fundamental money management skills. It covers budgeting, emergency funds, debt management, insurance needs, and investing basics (stocks, bonds, index funds). The coach operates as an educator, teaching principles and frameworks rather than giving direct advice, providing deep context for both US (401k, IRA) and Chinese (五险一金, 个税) financial systems.

This guide details the process of setting up authentication and integration credentials for the Abridge clinical AI platform. It covers prerequisites for connecting to major EHR systems (Epic, Athena) using FHIR R4 APIs and implements OAuth 2.0 (SMART on FHIR) flows, ensuring secure, HIPAA-compliant data handling for ambient documentation.

Provides structured methods and code examples to optimize Abridge's clinical AI integration for high-volume, enterprise deployments. Focuses on reducing critical latencies across the entire workflow, including audio streaming throughput, note generation pipelines, and secure FHIR push operations, ensuring scalability for large health systems.

A comprehensive readiness checklist for deploying clinical AI systems, such as Abridge, within regulated healthcare environments. It covers critical aspects including HIPAA compliance, Business Associate Agreements (BAA), EHR integration validation (FHIR R4), robust infrastructure security (TLS 1.3, secrets management), and provides structured scripts for pre-launch validation and post-launch rollback planning.

This guide demonstrates best practices for implementing robust API rate limiting, backoff strategies, and session throttling patterns. It provides solutions for handling common API quota issues, such as 429 errors, and managing high volumes of concurrent encounters. It is essential for building stable, high-throughput systems in SaaS and healthcare environments.

Provides a comprehensive architectural blueprint for integrating ambient AI solutions (Abridge) into multi-site health systems. It guides the full process from ambient audio capture to structured note generation, covering data flow, component design, FHIR R4 standards, HIPAA compliance, and integration patterns with major EHRs like Epic and Athena.