aj-geddes/useful-ai-prompts

1

Natural Language Processing Build NLP applications using transformers library, BERT, GPT, text classification, named entity recognition, and sent…

aj-geddes/useful-ai-prompts

433

2

log-aggregation Implement centralized logging with ELK Stack, Loki, or Splunk for log collection, parsing, storage, and analysis acro…

aj-geddes/useful-ai-prompts

432

3

frontend-routing Implement client-side routing using React Router, Vue Router, and Angular Router. Use when building multi-page applic…

aj-geddes/useful-ai-prompts

431

4

load-balancer-setup Configure and deploy load balancers (HAProxy, AWS ELB/ALB/NLB) for distributing traffic, session management, and high…

aj-geddes/useful-ai-prompts

431

5

documentation-site-setup Set up documentation websites using Docusaurus, MkDocs, VitePress, GitBook, or static site generators. Use when creat…

aj-geddes/useful-ai-prompts

430

6

api-filtering-sorting Implement advanced filtering and sorting capabilities for APIs with query parsing, field validation, and optimization…

aj-geddes/useful-ai-prompts

429

7

retrospective-facilitation Facilitate effective retrospectives to capture lessons learned, celebrate successes, and identify actionable improvem…

aj-geddes/useful-ai-prompts

429

8

cloud-cost-management Optimize and manage cloud costs across AWS, Azure, and GCP using reserved instances, spot pricing, and cost monitorin…

aj-geddes/useful-ai-prompts

428

9

git-hooks-setup Implement Git hooks using Husky, pre-commit, and custom scripts. Enforce code quality, linting, and testing before co…

aj-geddes/useful-ai-prompts

428

10

cloud-storage-optimization Optimize cloud storage across AWS S3, Azure Blob, and GCP Cloud Storage with compression, partitioning, lifecycle pol…

aj-geddes/useful-ai-prompts

427

11

configuration-management Manage application configuration including environment variables, settings management, configuration hierarchies, sec…

aj-geddes/useful-ai-prompts

427

12

Recommendation System Build collaborative and content-based recommendation engines for product recommendations, personalization, and improv…

aj-geddes/useful-ai-prompts

427

13

cloud-migration-planning Plan and execute cloud migrations with assessment, database migration, application refactoring, and cutover strategie…

aj-geddes/useful-ai-prompts

426

14

network-security-groups Configure network security groups and firewall rules to control inbound/outbound traffic and implement network segmen…

aj-geddes/useful-ai-prompts

426

15

troubleshooting-guide Create comprehensive troubleshooting guides, FAQ documents, known issues lists, and debug guides. Use when documentin…

aj-geddes/useful-ai-prompts

426

16

vue-application-structure Structure Vue 3 applications using Composition API, component organization, and TypeScript. Use when building scalabl…

aj-geddes/useful-ai-prompts

426

17

alert-management Implement comprehensive alert management with PagerDuty, escalation policies, and incident coordination. Use when set…

aj-geddes/useful-ai-prompts

425

18

azure-app-service Deploy and manage web apps using Azure App Service with auto-scaling, deployment slots, SSL/TLS, and monitoring. Use …

aj-geddes/useful-ai-prompts

425

19

design-handoff Prepare designs for development handoff. Document specifications, interactions, and assets to enable efficient develo…

aj-geddes/useful-ai-prompts

425

20

monorepo-management Manage monorepo architectures using Lerna, Turborepo, and Nx. Configure workspaces, dependency versioning, and cross-…

aj-geddes/useful-ai-prompts

425

21

Correlation Analysis Measure relationships between variables using correlation coefficients, correlation matrices, and association tests f…

aj-geddes/useful-ai-prompts

424

22

feature-flag-system Implement feature flags (toggles) for controlled feature rollouts, A/B testing, canary deployments, and kill switches…

aj-geddes/useful-ai-prompts

424

23

third-party-integration Integrate external APIs and services with error handling, retry logic, and data transformation. Use when connecting t…

aj-geddes/useful-ai-prompts

424

24

database-sharding Implement database sharding for horizontal scalability. Use when scaling large databases, distributing data across mu…

aj-geddes/useful-ai-prompts

423

25

infrastructure-cost-optimization Optimize cloud infrastructure costs through resource rightsizing, reserved instances, spot instances, and waste reduc…

aj-geddes/useful-ai-prompts

423

26

secrets-management Implement secrets management with HashiCorp Vault, AWS Secrets Manager, or Kubernetes Secrets for secure credential s…

aj-geddes/useful-ai-prompts

423

27

Survival Analysis Analyze time-to-event data, calculate survival probabilities, and compare groups using Kaplan-Meier and Cox proportio…

aj-geddes/useful-ai-prompts

423

28

performance-regression-debugging Identify and debug performance regressions from code changes. Use comparison and profiling to locate what degraded pe…

aj-geddes/useful-ai-prompts

422

29

capacity-planning Analyze team capacity, plan resource allocation, and balance workload across projects. Forecast staffing needs and op…

aj-geddes/useful-ai-prompts

421

30

container-registry-management Manage container registries (Docker Hub, ECR, GCR) with image scanning, retention policies, and access control.

aj-geddes/useful-ai-prompts

421

31

artifact-management Manage build artifacts, Docker images, and package registries. Configure artifact repositories, versioning, and distr…

aj-geddes/useful-ai-prompts

419

32

continuous-testing Integrate automated testing into CI/CD pipelines for continuous quality feedback. Use for continuous testing, CI test…

aj-geddes/useful-ai-prompts

419

33

dependency-tracking Map, track, and manage project dependencies across teams, systems, and organizations. Identify critical path items an…

aj-geddes/useful-ai-prompts

418

34

graceful-shutdown Implement graceful shutdown procedures to handle SIGTERM signals, drain connections, complete in-flight requests, and…

aj-geddes/useful-ai-prompts

416

35

disaster-recovery-testing Execute comprehensive disaster recovery tests, validate recovery procedures, and document lessons learned from DR exe…

aj-geddes/useful-ai-prompts

414

36

release-planning Plan, coordinate, and execute software releases across environments. Manage versioning, rollout strategies, rollback …

aj-geddes/useful-ai-prompts

414

37

blue-green-deployment Implement blue-green deployment strategies for zero-downtime releases with instant rollback capability and traffic sw…

aj-geddes/useful-ai-prompts

413

38

ML Pipeline Automation Build end-to-end ML pipelines with automated data processing, training, validation, and deployment using Airflow, Kub…

aj-geddes/useful-ai-prompts

413

39

Cohort Analysis Track and analyze user cohorts over time, calculate retention rates, and identify behavioral patterns for customer li…

aj-geddes/useful-ai-prompts

411

40

data-migration-scripts Create safe, reversible database migration scripts with rollback capabilities, data validation, and zero-downtime dep…

aj-geddes/useful-ai-prompts

411

41

ML Model Explanation Interpret machine learning models using SHAP, LIME, feature importance, partial dependence, and attention visualizati…

aj-geddes/useful-ai-prompts

411

42

mocking-stubbing Create and manage mocks, stubs, spies, and test doubles for isolating unit tests from external dependencies. Use for …

aj-geddes/useful-ai-prompts

411

43

server-side-rendering Implement server-side rendering with template engines, view layers, and dynamic content generation. Use when building…

aj-geddes/useful-ai-prompts

411

44

Recommendation Engine Build recommendation systems using collaborative filtering, content-based filtering, matrix factorization, and neural…

aj-geddes/useful-ai-prompts

410

45

correlation-tracing Implement distributed tracing with correlation IDs, trace propagation, and span tracking across microservices. Use wh…

aj-geddes/useful-ai-prompts

409

46

intermittent-issue-debugging Debug issues that occur sporadically and are hard to reproduce. Use monitoring and systematic investigation to identi…

aj-geddes/useful-ai-prompts

407

47

canary-deployment Implement canary deployment strategies to gradually roll out new versions to subset of users with automatic rollback …

aj-geddes/useful-ai-prompts

406

48

graphql-implementation Design and implement GraphQL APIs with schema design, resolvers, queries, mutations, subscriptions, and best practice…

aj-geddes/useful-ai-prompts

406

49

service-mesh-implementation Implement service mesh (Istio, Linkerd) for service-to-service communication, traffic management, security, and obser…

aj-geddes/useful-ai-prompts

406

50

Dimensionality Reduction Reduce feature dimensionality using PCA, t-SNE, and feature selection for feature reduction, visualization, and compu…

aj-geddes/useful-ai-prompts

405