Configure Perplexity Sonar API across development, staging, and production environments. Use when setting up multi-environment search integrations, managing API keys per environment, or controlling cost through model routing by env. Trigger with phrases like…
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Set up monitoring for Perplexity Sonar API with latency, cost, citation quality, and error tracking. Use when implementing monitoring dashboards, setting up alerts, or tracking Perplexity API health in production. Trigger with phrases like "perplexity…
Optimize Perplexity Sonar API performance with caching, streaming, model routing, and batching. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Perplexity integrations. Trigger with phrases like…
Implement content moderation, model selection policy, citation quality enforcement, and per-user usage quotas for Perplexity Sonar API. Trigger with phrases like "perplexity policy", "perplexity guardrails", "perplexity content moderation", "perplexity usage…
Execute Perplexity production deployment checklist for Sonar API integrations. Use when deploying Perplexity integrations to production, preparing for launch, or implementing go-live procedures. Trigger with phrases like "perplexity production", "deploy…
Implement Perplexity rate limiting, backoff, and request queuing. Use when handling 429 errors, implementing retry logic, or optimizing API request throughput for Perplexity Sonar. Trigger with phrases like "perplexity rate limit", "perplexity throttling",…
Implement Perplexity reference architecture with model routing, citation pipeline, and research automation. Use when designing new Perplexity integrations, reviewing project structure, or establishing architecture for search-augmented apps. Trigger with…
Implement reliability patterns for Perplexity Sonar API: circuit breaker, model fallback, streaming timeout, and citation validation. Trigger with phrases like "perplexity reliability", "perplexity circuit breaker", "perplexity fallback", "perplexity…
Apply production-ready Perplexity Sonar API patterns for TypeScript and Python. Use when implementing Perplexity integrations, refactoring SDK usage, or establishing team coding standards for search-augmented generation. Trigger with phrases like "perplexity…
Apply Perplexity security best practices for API key management and query safety. Use when securing API keys, implementing query sanitization, or auditing Perplexity security configuration. Trigger with phrases like "perplexity security", "perplexity…
Migrate between Perplexity model generations and API parameter changes. Use when upgrading to new Sonar models, handling deprecated parameters, or migrating from legacy pplx-api models. Trigger with phrases like "upgrade perplexity", "perplexity migration",…
Build event-driven architectures around Perplexity Sonar API with streaming, batch pipelines, and scheduled search monitoring. Trigger with phrases like "perplexity streaming", "perplexity events", "perplexity batch search", "perplexity news monitor",…
CI/CD pipeline for Persona integrations with sandbox API testing. Use when working with Persona identity verification. Trigger with phrases like "persona ci-integration", "persona ci-integration".
Fix top Persona API errors: 401, 422, webhook signature failures, inquiry state issues. Use when working with Persona identity verification. Trigger with phrases like "persona common-errors", "persona common-errors".
Build a complete KYC verification flow with Persona inquiries and embedded UI. Use when implementing identity verification, building KYC onboarding, or integrating Persona's hosted flow into your application. Trigger with phrases like "persona KYC flow",…
Work with Persona verification types: government ID, selfie, database checks. Use when implementing specific verification checks, reviewing verification results, or building custom verification workflows. Trigger with phrases like "persona verification",…
Optimize Persona verification costs with template selection and caching. Use when working with Persona identity verification. Trigger with phrases like "persona cost-tuning", "persona cost-tuning".
Collect Persona diagnostic info: inquiry IDs, API responses, webhook logs. Use when working with Persona identity verification. Trigger with phrases like "persona debug-bundle", "persona debug-bundle".
Deploy Persona verification service to cloud platforms. Use when working with Persona identity verification. Trigger with phrases like "persona deploy-integration", "persona deploy-integration".
Create your first Persona identity verification inquiry and check its status. Use when learning Persona API basics, testing inquiry creation, or building a simple verification flow. Trigger with phrases like "persona hello world", "first persona inquiry",…
Configure Persona API authentication with sandbox and production API keys. Use when setting up identity verification, configuring API credentials, or initializing Persona in your project. Trigger with phrases like "install persona", "setup persona", "persona…
Local development with Persona sandbox, ngrok for webhooks, mock verifications. Use when working with Persona identity verification. Trigger with phrases like "persona local-dev-loop", "persona local-dev-loop".
Optimize Persona API performance with batching and caching. Use when working with Persona identity verification. Trigger with phrases like "persona performance-tuning", "persona performance-tuning".
Production deployment checklist for Persona identity verification. Use when working with Persona identity verification. Trigger with phrases like "persona prod-checklist", "persona prod-checklist".
Handle Persona API rate limits with exponential backoff and request queuing. Use when working with Persona identity verification. Trigger with phrases like "persona rate-limits", "persona rate-limits".
KYC service architecture with Persona as verification provider. Use when working with Persona identity verification. Trigger with phrases like "persona reference-architecture", "persona reference-architecture".
Production Persona API client wrapper with retry, pagination, typed responses. Use when working with Persona identity verification. Trigger with phrases like "persona sdk-patterns", "persona sdk-patterns".
Secure Persona API keys, webhook secrets, PII handling in verification data. Use when working with Persona identity verification. Trigger with phrases like "persona security-basics", "persona security-basics".
Upgrade Persona API versions and handle breaking changes. Use when working with Persona identity verification. Trigger with phrases like "persona upgrade-migration", "persona upgrade-migration".
Handle Persona webhook events for inquiry and verification status changes. Use when working with Persona identity verification. Trigger with phrases like "persona webhooks-events", "persona webhooks-events".
Configure PostHog CI/CD with GitHub Actions: unit tests with mocked PostHog, integration tests against a dev project, and deployment annotations. Trigger: "posthog CI", "posthog GitHub Actions", "posthog automated tests", "CI posthog", "posthog pipeline".
Diagnose and fix common PostHog errors: events not appearing, flags returning undefined, 401/429 errors, SDK initialization failures, and identity issues. Trigger: "posthog error", "fix posthog", "posthog not working", "debug posthog", "posthog events…
Implement PostHog product analytics: event capture, user identification, group analytics, and property management using posthog-js and posthog-node. Trigger: "posthog analytics", "capture events", "track users posthog", "posthog identify", "posthog group…
Implement PostHog feature flags, A/B experiments, and cohort management. Use when rolling out features with flags, running A/B tests, creating cohorts, or evaluating multivariate experiments with PostHog. Trigger: "posthog feature flag", "posthog experiment",…
Optimize PostHog costs: autocapture tuning, event sampling with before_send, bot filtering, session recording sampling, and billing monitoring. Trigger: "posthog cost", "posthog billing", "reduce posthog costs", "posthog pricing", "posthog expensive",…
PostHog PII handling, GDPR compliance, consent management, data deletion, property sanitization, and privacy-safe analytics configuration. Trigger: "posthog data", "posthog PII", "posthog GDPR", "posthog data retention", "posthog privacy", "posthog CCPA",…
Collect PostHog debug evidence for support tickets and troubleshooting. Gathers SDK versions, API connectivity, event flow status, flag definitions, and redacted configuration into a support-ready archive. Trigger: "posthog debug", "posthog support bundle",…
Deploy PostHog to Vercel, Docker (self-hosted), and Cloud Run. Covers Next.js reverse proxy, server-side capture in edge functions, self-hosted PostHog setup, and platform-specific environment configuration. Trigger: "deploy posthog", "posthog Vercel",…
PostHog enterprise access control: organization/project hierarchy, member roles, scoped API keys, SSO/SAML configuration, and activity audit logging. Trigger: "posthog SSO", "posthog RBAC", "posthog enterprise", "posthog roles", "posthog permissions",…
Create a minimal working PostHog example with event capture, identify, and feature flags. Use when starting a new PostHog integration, testing your setup, or learning basic posthog-js and posthog-node patterns. Trigger: "posthog hello world", "posthog…