kienbui1995
- 232 skills
- 0 followers
- 6 hours ago last updated
- ▌ Infrastructure Review · kienbui1995Use when reviewing deployments, CI/CD, monitoring, scaling, or incident response configurations
- ▌ LLM Cost Optimization · kienbui1995Use when reducing AI API costs — prompt caching, token reduction, batch processing, cost accounting for multi-step workflows, and building a cost optimization strategy for LLM-powered applications.
- ▌ Model Selection Guide · kienbui1995Use when choosing between Claude models for a task — decision tree for Haiku/Sonnet/Opus based on task type, cost estimates, escalation triggers, and cascade patterns.
- ▌ Mvp Rapid Development · kienbui1995Use when building MVPs fast with a small team - lean startup for AI products, feature prioritization, ship-fast patterns, iteration cycles
- ▌ Receiving Code Review · kienbui1995Use when receiving code review feedback, before implementing suggestions - requires technical rigor and verification, not performative agreement
- ▌ Social Media Planning · kienbui1995Use when building a social media strategy, scheduling content, or adapting messaging per platform
- ▌ Ado Release Management · kienbui1995Use when implementing release management on Azure DevOps — deployment gates (quality gates), pre/post-deployment approvals, deployment rings, rollback strategies, deployment freeze windows, and multi-environment promotion.
- ▌ AI Product Positioning · kienbui1995Use when defining how an AI product stands out — defensibility assessment, outcome-based messaging, feature vs product decision, competitive moat design, and positioning for a specific niche.
- ▌ Create Chart · kienbui1995Build Amplitude charts from natural language descriptions. Uses mcp__Amplitude__get_event_properties, mcp__Amplitude__get_context, mcp__Amplitude__get_charts.
- ▌ Debug Replay · kienbui1995Transform bug reports into actionable reproduction steps using session replay data. Uses mcp__Amplitude__list_session_replays, mcp__Amplitude__get_session_replay_events, mcp__Amplitude__get_session_replays.
- ▌ Weekly Brief · kienbui1995Weekly analytics briefing synthesizing 7 days of data with week-over-week momentum analysis. Uses mcp__Amplitude__query_amplitude_data, mcp__Amplitude__get_charts.
- ▌ Iam Security · kienbui1995Use when designing IAM policies, troubleshooting access denied errors, implementing SCPs, permission boundaries, cross-account roles, or using IAM Access Analyzer. Covers AWS SCS-C02, SAP-C02, and DVA-C02 identity domains.
- ▌ Ml Experiment Tracking · kienbui1995Use when managing ML experiments, ensuring reproducibility, or comparing model runs
- ▌ Requesting Code Review · kienbui1995Use when completing tasks, implementing major features, or before merging to verify work meets requirements
- ▌ Solutions Architecture · kienbui1995Use when designing pre-sales architectures, creating technical proposals, or helping customers integrate your platform
- ▌ AI Product Monetization · kienbui1995Use when pricing an AI product — choosing between usage-based/hybrid/outcome pricing, calculating unit economics, protecting margins against LLM cost, and setting prices that reflect value without losing customers.
- ▌ Analyze Chart · kienbui1995Deep-dive investigation of Amplitude charts to identify trends, anomalies, and root causes. Uses mcp__Amplitude__query_chart, mcp__Amplitude__render_chart, mcp__Amplitude__get_event_properties.
- ▌ Authentication Patterns · kienbui1995Use when implementing auth - OAuth 2.0, JWT, session management, API keys, RBAC, or reviewing auth security
- ▌ Claude Project Settings · kienbui1995Use when configuring Claude Code for a project — .claude/settings.json structure, permission modes, model selection, tool allowlists/denylists, and team vs personal settings.
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- ▌ Docker Containerization · kienbui1995Use when creating Dockerfiles, docker-compose configs, optimizing container images, or setting up containerized development environments
- ▌ Spec Driven Development · kienbui1995Use when starting any non-trivial feature — enforces requirements → design → tasks workflow with explicit approval gates before writing code. Prevents wasted implementation effort.
- ▌ Technical Documentation · kienbui1995Use when writing API docs, runbooks, user guides, architecture docs, or internal wikis
- ▌ Test Driven Development · kienbui1995Use when implementing any feature or bugfix, before writing implementation code
- ▌ Accessibility Compliance · kienbui1995Use when implementing or reviewing accessibility - WCAG compliance, screen reader support, keyboard navigation, a11y testing
- ▌ Eks Kubernetes · kienbui1995Use when designing EKS clusters, choosing node types (managed/Fargate), implementing IRSA for pod IAM access, scaling with Karpenter, or troubleshooting EKS networking. Covers AWS DOP-C02 and SAP-C02 container orchestration domains.
- ▌ Vpc Networking · kienbui1995Use when designing VPC architectures, configuring subnets and routing, setting up hybrid connectivity (VPN/Direct Connect/Transit Gateway), or choosing between load balancer types. Covers AWS ANS-C01 and SAP-C02 networking domains.
- ▌ Azure Openai · kienbui1995Use when integrating Azure OpenAI Service, deploying GPT/embedding models, building RAG applications with Azure AI Search, implementing prompt engineering patterns, or studying for Azure AI Engineer Associate (AI-102) or AI-200.
- ▌ Eventstreams · kienbui1995Use when building real-time streaming pipelines in Microsoft Fabric with Eventstreams, connecting Event Hubs or IoT Hub sources, processing streams with windowed aggregations, or routing to Eventhouse/Lakehouse destinations. Covers DP-700 real-time intelligence domain.
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- ▌ Performance Benchmarking · kienbui1995Use when establishing performance baselines, comparing before/after changes, or validating performance SLAs
- ▌ Performance Optimization · kienbui1995Use when diagnosing slow code, optimizing queries, reducing latency, or profiling application performance
- ▌ Ado Container Deployments · kienbui1995Use when implementing container CI/CD on Azure DevOps — Docker image builds with caching, pushing to Azure Container Registry, deploying to AKS with Helm or kubectl, and image promotion across environments.
- ▌ Ado Pipeline Optimization · kienbui1995Use when improving Azure Pipelines performance — caching dependencies, parallel job strategies, artifact management between stages, test result publishing, code coverage gates, and reducing pipeline runtime.
- ▌ Diagnose Errors · kienbui1995Triage and investigate application errors using Amplitude's auto-captured error events. Uses mcp__Amplitude__query_amplitude_data, mcp__Amplitude__get_session_replays, mcp__Amplitude__get_charts.
- ▌ Replay UX Audit · kienbui1995Synthesize multiple session replays into a UX friction map identifying systemic usability issues. Uses mcp__Amplitude__list_session_replays, mcp__Amplitude__get_session_replay_events, mcp__Amplitude__get_session_replays.
- ▌ Dynamodb Design · kienbui1995Use when designing DynamoDB schemas, choosing partition and sort keys, planning GSI/LSI indexes, selecting capacity modes, or implementing DynamoDB Streams and DAX. Covers AWS DEA-C01 and DVA-C02 NoSQL design domains.
- ▌ Sagemaker Mlops · kienbui1995Use when building ML training/serving pipelines on AWS SageMaker, implementing MLOps with SageMaker Pipelines and Model Registry, monitoring models in production, or optimizing training costs with Spot instances. Covers AWS MLA-C01 exam domains.
- ▌ Azure Monitor · kienbui1995Use when setting up Azure observability with Log Analytics, configuring metric and log alerts, integrating Application Insights for APM, routing diagnostic logs, or studying for AZ-400 or AZ-305.
- ▌ Dataflow Gen2 · kienbui1995Use when building no-code/low-code data transformations in Microsoft Fabric with Dataflow Gen2, configuring Power Query transformations, setting up incremental refresh, or studying for DP-700 (Microsoft Fabric Data Engineer Associate).
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- ▌ Stakeholder Communication · kienbui1995Use when writing exec updates, status reports, or communicating product decisions to non-technical stakeholders
- ▌ Analyze Feedback · kienbui1995Synthesize customer feedback into themes, pain points, and prioritized product roadmap recommendations. Uses mcp__Amplitude__get_feedback_insights, mcp__Amplitude__get_feedback_comments, mcp__Amplitude__get_feedback_trends.
- ▌ Create Dashboard · kienbui1995Build Amplitude dashboards from requirements by discovering existing charts and organizing them into logical sections. Uses mcp__Amplitude__create_dashboard, mcp__Amplitude__get_charts, mcp__Amplitude__query_charts.
- ▌ Aks Kubernetes · kienbui1995Use when designing Azure Kubernetes Service (AKS) clusters, configuring node pools, integrating Azure AD/Entra ID RBAC, implementing Workload Identity, planning scaling strategies, or studying for AZ-400 or AZ-305.
- ▌ Azure Ad Entra · kienbui1995Use when configuring Microsoft Entra ID (Azure AD), managing app registrations, setting up Conditional Access policies, implementing PIM for privileged access, or studying for AZ-500, SC-500, or AZ-305.
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- ▌ Analyze AI Topics · kienbui1995Analyze user inquiries to AI agents, identify topic coverage gaps, and prioritize improvements. Uses mcp__Amplitude__query_amplitude_data, mcp__Amplitude__get_feedback_insights, mcp__Amplitude__get_feedback_mentions.
- ▌ Analyze Dashboard · kienbui1995Synthesize an Amplitude dashboard into executive narrative with key findings, trends, and risks. Uses mcp__Amplitude__get_dashboard, mcp__Amplitude__query_charts.
- ▌ Instrument Events · kienbui1995Step 3 of instrumentation workflow — transform event candidates into concrete tracking specifications with exact code locations and property definitions. Uses mcp__Amplitude__get_event_properties, mcp__Amplitude__get_project_context.
- ▌ Codepipeline Cicd · kienbui1995Use when building AWS CI/CD pipelines with CodePipeline/CodeBuild/CodeDeploy, choosing deployment strategies, configuring buildspec.yml, or setting up artifact management with CodeArtifact. Covers AWS DOP-C02 and DVA-C02 CI/CD domains.
- ▌ Kinesis Streaming · kienbui1995Use when designing real-time streaming architectures with Amazon Kinesis, choosing between Kinesis services, managing shards, or comparing Kinesis vs MSK. Covers AWS DEA-C01 and DVA-C02 streaming domains.
- ▌ Lambda Serverless · kienbui1995Use when building Lambda functions, designing serverless architectures, configuring event sources, managing concurrency and cold starts, or setting up Lambda@Edge. Covers AWS DVA-C02 and SAP-C02 serverless domains.
- ▌ S3 Best Practices · kienbui1995Use when designing S3 data lakes, selecting storage classes, configuring lifecycle policies, implementing access control and encryption, or optimizing S3 performance. Covers AWS DEA-C01 and SAP-C02 storage domains.
- ▌ Azure Functions · kienbui1995Use when building serverless event-driven applications with Azure Functions, designing Durable Functions orchestration workflows, choosing hosting plans, or studying for Azure AI Cloud Developer Associate (AI-200/AZ-204).
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- ▌ Dispatching Parallel Agents · kienbui1995Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
- ▌ Subagent Driven Development · kienbui1995Use when executing implementation plans with independent tasks in the current session
- ▌ Analyze Experiment · kienbui1995Comprehensive A/B test analysis with statistical validity, segment breakdown, and SHIP/ITERATE/ABANDON recommendation. Uses mcp__Amplitude__query_experiment, mcp__Amplitude__get_experiments.
- ▌ Monitor AI Quality · kienbui1995Proactive health monitoring of AI/LLM features covering quality, cost, performance, and error metrics. Uses mcp__Amplitude__query_amplitude_data, mcp__Amplitude__get_charts, mcp__Amplitude__get_agent_results.
- ▌ Guardduty Security · kienbui1995Use when setting up AWS GuardDuty threat detection, managing findings, automating incident response, configuring multi-account setups, or understanding GuardDuty vs Inspector vs Security Hub. Covers AWS SCS-C02 detection and response domain.
- ▌ Azure Networking · kienbui1995Use when designing Azure VNet architecture, configuring NSGs, selecting load balancers, planning hybrid connectivity (VPN/ExpressRoute), implementing Private Link, or studying for Azure Network Engineer Associate (AZ-700) or AZ-305.
- ▌ Fabric Lakehouse · kienbui1995Use when designing Microsoft Fabric Lakehouse architecture, working with Delta tables, OneLake storage, Spark notebooks, or studying for DP-700 (Microsoft Fabric Data Engineer Associate). Covers Fabric architecture, Delta Lake, OneLake shortcuts, and medallion patterns.
- ▌ Fabric Pipelines · kienbui1995Use when building data pipeline orchestration in Microsoft Fabric, configuring Copy Data activities, scheduling data movement, implementing control flow logic, or studying for DP-700 (Microsoft Fabric Data Engineer Associate).
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- ▌ Monitor Reliability · kienbui1995Proactive reliability health check using auto-captured error and network failure data. Uses mcp__Amplitude__query_amplitude_data, mcp__Amplitude__get_charts, mcp__Amplitude__get_context.
- ▌ What Would Lenny Do · kienbui1995Applies Lenny Rachitsky's product wisdom to your specific situation by searching his newsletter archive. Uses mcp__Amplitude__search.
- ▌ Manifest V3 · kienbui1995Design and configure Manifest V3 browser extensions — service workers, permissions, declarative rules, and migration from MV2.
- ▌ Fabric Governance · kienbui1995Use when configuring Microsoft Fabric workspace security, sensitivity labels, item-level permissions, endorsement, domain management, or row-level security in semantic models. Covers DP-700 governance and security domain.
- ▌ Fabric Monitoring · kienbui1995Use when monitoring Microsoft Fabric capacity usage, pipeline run failures, notebook performance, semantic model refresh errors, or managing Fabric capacity with the Capacity Metrics app. Covers DP-700 monitoring and optimization domain.
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- ▌ Extension UI · kienbui1995Build extension UI — popup, options page, side panel, and devtools panel — with React/Vue or vanilla JS.
- ▌ Microsoft Sentinel · kienbui1995Use when implementing Microsoft Sentinel as SIEM/SOAR, configuring data connectors, building analytics rules, managing incidents, automating response with playbooks, or studying for SC-500 (Cloud and AI Security Engineer) or AZ-500.
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- ▌ Finishing A Development Branch · kienbui1995Use when implementation is complete, all tests pass, and you need to decide how to integrate the work
- ▌ Verification Before Completion · kienbui1995Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims
- ▌ Compare User Journeys · kienbui1995Identify behavioral differences between two user groups combining session replays with quantitative metrics. Uses mcp__Amplitude__get_session_replays, mcp__Amplitude__query_amplitude_data.
- ▌ Review Agent Insights · kienbui1995Retrieve and synthesize AI agent analysis findings ranked by business impact. Uses mcp__Amplitude__get_agent_results, mcp__Amplitude__get_feedback_insights.
- ▌ Cloudwatch Monitoring · kienbui1995Use when setting up AWS observability with CloudWatch metrics, logs, alarms, dashboards, X-Ray tracing, or CloudWatch Synthetics canaries. Covers monitoring domains across DEA-C01, DVA-C02, and DOP-C02 exams.
- ▌ Redshift Optimization · kienbui1995Use when designing Amazon Redshift schemas, optimizing query performance, choosing distribution and sort keys, planning RA3 clusters, or comparing Redshift vs Athena. Covers AWS DEA-C01 data warehousing domain.
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- ▌ Analyze Account Health · kienbui1995B2B account health assessment covering usage patterns, expansion risk, and growth opportunities. Uses mcp__Amplitude__get_users, mcp__Amplitude__query_amplitude_data.
- ▌ Discover Opportunities · kienbui1995Cross-reference analytics, experiments, session replays, and feedback to surface highest-impact product improvements. Uses mcp__Amplitude__query_amplitude_data, mcp__Amplitude__get_session_replays, mcp__Amplitude__get_feedback_insights.
- ▌ Investigate AI Session · kienbui1995Deep-dive into a specific AI agent session to identify failure root cause and improvement opportunities. Uses mcp__Amplitude__get_session_replay_events, mcp__Amplitude__query_amplitude_data.
- ▌ Extension Apis · kienbui1995Use Chrome/WebExtension APIs correctly — storage, tabs, alarms, notifications, contextMenus, identity, and cross-browser compatibility.
- ▌ Discover Event Surfaces · kienbui1995Step 2 of instrumentation workflow — identify candidate analytics events from code change briefs. Uses mcp__Amplitude__get_event_properties, mcp__Amplitude__get_context.
- ▌ Content Scripts · kienbui1995Build content scripts for DOM manipulation, page interaction, and messaging between extension and web pages.
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- ▌ Azure Devops Pipelines · kienbui1995Use when building Azure Pipelines CI/CD workflows, configuring YAML pipelines, setting up deployment environments with approvals, choosing agent types, or studying for Azure DevOps Engineer Expert (AZ-400).
- ▌ Extension Testing · kienbui1995Test browser extensions with Playwright, unit test background workers and storage, and set up CI for extension projects.
- ▌ Lake Formation Governance · kienbui1995Use when implementing fine-grained access control for S3 data lakes, setting up column-level or row-level security, sharing data across accounts, or governing the Glue Data Catalog with Lake Formation. Covers AWS DEA-C01 data governance domain.
- ▌ Extension Security · kienbui1995Secure browser extensions — CSP configuration, minimal permissions, content script XSS prevention, and handling sensitive data safely.
- ▌ Firefox Publishing · kienbui1995Publish Firefox browser extensions to Mozilla Add-ons (AMO) — packaging, review process, source code submission, and Firefox-specific requirements.
- ▌ Discover Analytics Patterns · kienbui1995Map existing analytics SDK implementations in a codebase to understand naming conventions and instrumentation patterns. Uses mcp__Amplitude__get_event_properties.
- ▌ Cross Browser Compat · kienbui1995Build browser extensions that work across Chrome, Firefox, Safari, and Edge — API differences, polyfills, and browser-specific manifest requirements.
- ▌ Add Analytics Instrumentation · kienbui1995End-to-end instrumentation workflow orchestrating diff-intake → discover-event-surfaces → instrument-events. Uses mcp__Amplitude__get_event_properties, mcp__Amplitude__get_project_context.
- ▌ Chrome Store Publishing · kienbui1995Publish and maintain Chrome extensions on the Chrome Web Store — packaging, store listing, screenshots, review process, and update management.