Tech Learning Path

A comprehensive guide from terminal basics to AI implementation

1 Terminal Commands
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Navigate directories with cd, ls, pwd
Master the fundamental navigation commands. Learn how to move between folders (cd), list contents (ls with flags like -la), and check your current location (pwd). These are the foundation of all terminal work.
Create/delete files and folders (touch, mkdir, rm, rmdir)
Understand file system manipulation. Learn safe deletion practices with rm -i, recursive operations with -r, and the dangers of rm -rf. Practice creating nested directories with mkdir -p.
View and edit files (cat, nano, vim basics)
Start with cat for viewing, less for pagination, and nano for simple editing. Learn vim's basic modes (insert, normal, command) and essential commands (:w, :q, i, esc) for when it's the only editor available.
File permissions (chmod, chown)
Understand the rwx permission system, numeric notation (755, 644), and when to change permissions. Learn about ownership and why certain files need specific permissions for security.
Process management (ps, kill, top)
Monitor system resources with top/htop, find process IDs with ps aux | grep, and safely terminate processes. Understand signals (SIGTERM vs SIGKILL) and when to use each.
Package managers (apt, brew, npm, pip)
Learn your system's package manager (apt for Ubuntu, brew for Mac). Understand global vs local installation, dependency management, and how to resolve version conflicts.
Environment variables and PATH
Master export, echo $VAR, and editing .bashrc/.zshrc. Understand how PATH works, why command not found errors occur, and how to add custom scripts to your PATH.
Piping and redirection (>, >>, |)
Chain commands together with pipes, redirect output to files, and append vs overwrite. Learn powerful combinations like command 2>&1 for capturing errors.
grep, find, and searching
Master pattern matching with grep and regex basics, find files by name/size/date, and combine with other commands. Learn about recursive searching and excluding directories.
Aliases and basic scripting
Create shortcuts for common commands, write simple bash scripts with variables and loops, and make scripts executable. Learn shebang notation and basic error handling.
2 Git and GitHub
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Initialize repos and basic workflow (init, add, commit, push)
Understand the staging area concept, write meaningful commit messages, and establish a consistent workflow. Learn the difference between local and remote repositories.
Branching and merging strategies
Master git flow, feature branches, and hotfixes. Understand when to merge vs rebase, and learn strategies like squashing commits for cleaner history.
Resolving merge conflicts
Understand why conflicts occur, use visual merge tools, and learn to read conflict markers. Practice resolving conflicts without losing work.
Pull requests and code reviews
Write descriptive PR descriptions, understand review etiquette, and learn to give constructive feedback. Master the art of small, reviewable commits.
.gitignore and what to exclude
Never commit secrets, API keys, or large files. Understand patterns for different languages/frameworks and use gitignore.io for templates.
SSH keys vs HTTPS authentication
Set up SSH keys for passwordless authentication, understand security implications, and manage multiple GitHub accounts with different keys.
Forking and contributing to open source
Learn the fork-PR workflow, keep forks synchronized with upstream, and understand contributor guidelines and licensing.
Git reset, revert, and fixing mistakes
Understand the difference between soft/mixed/hard reset, when to use revert vs reset, and recover lost commits with reflog.
GitHub Actions basics
Automate testing and deployment, understand YAML syntax for workflows, and use marketplace actions. Learn about secrets management in CI/CD.
README and documentation best practices
Write clear installation instructions, include examples and screenshots, add badges for build status, and use markdown effectively for formatting.
3 SSH
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Generate and manage SSH keys
Use ssh-keygen with proper encryption (ed25519), understand public vs private keys, and learn proper key storage and backup practices.
Connect to remote servers
Master the ssh user@host syntax, understand default ports, and learn to specify custom ports with -p. Know when to use -v for debugging connections.
SSH config file for easy connections
Create aliases for frequently accessed servers, set default usernames and ports, and configure keep-alive settings to prevent disconnections.
Port forwarding and tunneling
Access remote services locally with -L, expose local services remotely with -R, and create SOCKS proxies for secure browsing through remote servers.
SCP and transferring files
Copy files to/from remote servers, understand recursive copying for directories, and learn about rsync for more efficient transfers with progress indicators.
Managing multiple SSH identities
Use different keys for different services (GitHub, work servers, personal servers), configure ssh-agent for key management, and understand identity file selection.
Security best practices
Disable password authentication, use fail2ban for brute force protection, change default ports, and implement key rotation policies.
Debugging connection issues
Use verbose mode (-vvv) to diagnose problems, understand common error messages, check firewall rules, and verify key permissions (600 for private keys).
Using SSH with Git
Configure Git to use SSH for GitHub/GitLab, test connections with ssh -T, and troubleshoot permission denied errors.
Setting up passwordless authentication
Copy public keys with ssh-copy-id, understand authorized_keys file, and configure sudo access without passwords for automation.
4 Frontend (HTML, CSS, JS)
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HTML semantic structure and accessibility
Use proper tags (header, nav, main, article, section), understand ARIA labels, and ensure keyboard navigation. Learn why divs aren't always the answer.
CSS Grid and Flexbox layouts
Master both layout systems and when to use each. Understand fr units, gap property, align/justify properties, and how to create responsive layouts without media queries.
Responsive design and media queries
Mobile-first approach, breakpoint strategies, and fluid typography with clamp(). Understand viewport units and when to use rem vs em vs px.
JavaScript DOM manipulation
querySelector vs getElementById, creating and removing elements, modifying attributes and classes. Understand the performance implications of DOM operations.
Event handling and listeners
Event bubbling and delegation, preventDefault and stopPropagation, removing listeners to prevent memory leaks. Understand the event loop and how JavaScript handles asynchronous events.
Async/await and promises
Convert callback hell to clean async code, handle errors with try/catch, and understand Promise.all vs Promise.race. Learn when promises are better than async/await.
Fetch API and working with data
Make HTTP requests, handle different response types (JSON, text, blob), and implement proper error handling. Understand CORS and how to work around it.
Modern ES6+ features
Destructuring, spread operator, template literals, arrow functions, and modules. Understand when to use const vs let, and why var is discouraged.
Browser dev tools mastery
Debug with breakpoints, analyze network requests, profile performance, and modify CSS in real-time. Learn to use the console beyond console.log.
Performance optimization basics
Lazy loading, code splitting, minimizing reflows/repaints, and optimizing images. Understand the Critical Rendering Path and how to measure performance with Lighthouse.
5 Backend (Python, Node)
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Setting up development environments
Virtual environments in Python (venv, conda), Node version management (nvm), and understanding package.json vs requirements.txt. Learn to isolate project dependencies.
Creating REST APIs
Design RESTful endpoints, implement CRUD operations, and understand HTTP methods semantics. Learn about API versioning and documentation with Swagger/OpenAPI.
Request/response cycle
Understand headers, body parsing, status codes, and response formats. Learn about request validation and sanitization to prevent security issues.
Middleware and authentication
Implement auth middleware, understand JWT vs sessions, and secure routes properly. Learn about refresh tokens and implementing role-based access control.
Error handling patterns
Centralized error handling, custom error classes, and proper status codes. Understand the difference between operational and programmer errors.
File system operations
Read/write files safely, handle uploads with size limits, and implement file streaming for large files. Understand path traversal vulnerabilities and how to prevent them.
Working with JSON
Parse and stringify safely, handle malformed JSON, and validate schemas. Understand the limitations of JSON and when to use alternatives like MessagePack.
Package management (pip, npm)
Understand semantic versioning, lock files importance, and handling security vulnerabilities. Learn to audit dependencies and keep them updated.
Environment variables and config
Use .env files with dotenv, never commit secrets, and understand different config strategies for dev/staging/production environments.
Testing basics
Write unit tests, understand mocking and stubbing, and implement integration tests. Learn about test coverage and why 100% isn't always the goal.
6 Databases (SQLite, MySQL, PostgreSQL)
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SQL fundamentals (SELECT, INSERT, UPDATE, DELETE)
Master WHERE clauses, JOIN types, GROUP BY with aggregations, and subqueries. Understand the order of SQL operations and how it affects query writing.
Database design and normalization
Understand 1NF, 2NF, 3NF and when to denormalize. Design schemas that balance performance with data integrity. Learn about common anti-patterns to avoid.
Primary keys, foreign keys, indexes
Choose appropriate primary keys (natural vs surrogate), implement referential integrity with foreign keys, and create indexes for query optimization without over-indexing.
Joins and relationships
Master INNER, LEFT, RIGHT, and FULL OUTER joins. Understand one-to-many, many-to-many relationships, and when to use junction tables.
Transactions and ACID properties
Implement atomic operations, understand isolation levels, and handle deadlocks. Learn when to use transactions and their performance implications.
Connection pooling
Understand why connection pooling is crucial, configure pool sizes appropriately, and handle connection timeouts. Learn about connection leaks and how to prevent them.
Migrations and schema changes
Use migration tools (Alembic, Knex), write reversible migrations, and handle data migrations safely. Understand the importance of migration version control.
Backup and restore strategies
Implement automated backups, test restore procedures, and understand point-in-time recovery. Learn about logical vs physical backups and when to use each.
Query optimization
Read execution plans, identify slow queries with profiling, and optimize with proper indexing. Understand when to use views, stored procedures, and query caching.
ORMs vs raw SQL
Understand the tradeoffs, avoid N+1 queries with eager loading, and know when to drop down to raw SQL. Learn about the ORM impedance mismatch problem.
7 APIs
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REST principles and HTTP methods
Understand idempotency, proper use of GET/POST/PUT/PATCH/DELETE, and stateless design. Learn about HATEOAS and why most APIs don't fully implement REST.
Authentication (API keys, OAuth, JWT)
Implement API key authentication, understand OAuth 2.0 flow, and properly handle JWT tokens. Learn about token expiration, refresh strategies, and secure storage.
Rate limiting and best practices
Implement rate limiting with token buckets or sliding windows, return proper headers, and handle burst traffic. Understand different strategies for different endpoints.
Error handling and status codes
Use appropriate HTTP status codes, provide meaningful error messages, and implement consistent error response formats. Learn about problem details (RFC 7807).
Working with JSON and data formats
Handle different content types, implement content negotiation, and validate request/response schemas. Understand when to use alternatives like Protocol Buffers.
Postman/Insomnia for testing
Create collections, use environments for different stages, and write automated tests. Learn to generate documentation and mock servers from collections.
API documentation reading
Navigate complex API docs, understand authentication requirements, and identify rate limits. Learn to test endpoints and understand error responses.
Webhooks and callbacks
Implement webhook endpoints, handle retries and failures, and verify webhook signatures. Understand the difference between polling and webhooks.
GraphQL basics
Understand queries, mutations, and subscriptions. Learn about the N+1 problem in GraphQL, schema design, and when GraphQL is better than REST.
API versioning strategies
URL versioning vs header versioning, deprecation strategies, and backward compatibility. Learn how to migrate users between API versions gracefully.
8 Docker
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Containers vs virtual machines
Understand the fundamental differences, resource usage implications, and when to use each. Learn about the Linux kernel features that make containers possible.
Writing Dockerfiles
Multi-stage builds for smaller images, layer caching optimization, and security best practices. Understand the importance of using specific base image tags.
Building and running images
Build context optimization, tagging strategies, and running containers with proper flags. Learn about detached mode, interactive mode, and when to use each.
Volume mounting and data persistence
Understand bind mounts vs volumes, implement proper backup strategies, and share data between containers. Learn about volume drivers and when to use them.
Networking between containers
Create custom networks, understand bridge vs host networking, and implement service discovery. Learn about exposing ports and internal container communication.
Docker Compose for multi-container apps
Write docker-compose.yml files, manage environment variables, and implement health checks. Understand service dependencies and startup order.
Registry and pushing images
Push to Docker Hub or private registries, implement image scanning for vulnerabilities, and manage image tags. Learn about image signing and verification.
Container debugging and logs
Use docker exec for debugging, aggregate logs properly, and implement log rotation. Learn to debug crashed containers and analyze exit codes.
Resource limits and optimization
Set memory and CPU limits, understand the consequences of limits, and optimize container size. Learn about Docker stats and monitoring resource usage.
Security best practices
Run as non-root user, scan for vulnerabilities, and use secrets management. Understand container escape risks and how to minimize attack surface.
9 Deploying
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Choosing hosting providers
Compare VPS, PaaS, and serverless options. Understand pricing models, vendor lock-in risks, and evaluate based on your needs (Heroku, AWS, DigitalOcean, Vercel).
Domain names and DNS
Register domains, configure A, CNAME, MX records, and understand TTL values. Learn about DNS propagation and using Cloudflare for CDN and protection.
SSL certificates and HTTPS
Get free certificates with Let's Encrypt, automate renewal with certbot, and configure HTTPS properly. Understand HSTS and why mixed content is problematic.
Environment variables in production
Manage secrets securely, use tools like HashiCorp Vault or AWS Secrets Manager, and never commit production configs. Understand the principle of least privilege.
CI/CD pipeline basics
Set up GitHub Actions or GitLab CI, implement automated testing before deployment, and use blue-green or rolling deployments. Learn about rollback strategies.
Monitoring and logging
Implement application monitoring (New Relic, DataDog), set up alerts for critical issues, and centralize logs. Understand metrics that matter for your application.
Scaling strategies
Understand vertical vs horizontal scaling, implement load balancing, and use caching effectively. Learn about auto-scaling and when it's needed.
Database hosting options
Choose between managed databases vs self-hosting, understand backup strategies, and implement read replicas for scaling. Learn about connection pooling in production.
Static site deployment
Use Netlify, Vercel, or GitHub Pages for static sites, implement CDN caching, and optimize build times. Understand JAMstack architecture benefits.
Troubleshooting production issues
Implement proper error tracking (Sentry), use feature flags for gradual rollouts, and maintain runbooks for common issues. Learn to debug without affecting users.
10 FTP
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FTP vs SFTP vs FTPS
Understand why plain FTP is insecure, when to use SFTP (SSH-based) vs FTPS (SSL/TLS), and migration strategies from legacy FTP systems.
Command line FTP clients
Master basic FTP commands (get, put, mget, mput), navigate remote directories, and script automated transfers. Learn about .netrc for credential storage.
GUI clients (FileZilla, Cyberduck)
Configure site managers, set up synchronized browsing, and use queue management for batch transfers. Understand transfer type settings (binary vs ASCII).
Batch transfers and automation
Write scripts for automated uploads/downloads, implement error handling and retries, and schedule transfers with cron. Learn about watch folders for automatic uploads.
Permission issues and troubleshooting
Understand Unix permissions in FTP context, debug connection issues, and handle character encoding problems. Learn about umask and default permissions.
Active vs passive mode
Understand when to use each mode, configure firewalls for FTP, and troubleshoot connection issues related to mode settings. Learn about NAT traversal issues.
Resume interrupted transfers
Implement resume support in scripts, understand REST command, and handle partial file cleanup. Learn about integrity checking after transfers.
FTP in modern deployment (why it's legacy)
Understand security vulnerabilities of FTP, learn why modern CI/CD replaced it, and when FTP is still unavoidable (legacy systems, certain hosts).
Secure alternatives
Migrate to rsync over SSH, use SCP for simple transfers, or implement modern deployment pipelines. Understand the benefits of version control-based deployment.
When FTP is still used
Legacy system integration, certain shared hosting providers, and bulk data transfers to partners. Learn to secure FTP when it's unavoidable with VPNs or IP restrictions.
11 Proxy & WebSockets
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What proxies do and why they matter
Understand proxy as intermediary, use cases for caching, security, and load balancing. Learn about transparent vs explicit proxies and when to use each.
Forward vs reverse proxy
Forward proxy hides clients from servers, reverse proxy hides servers from clients. Understand use cases: corporate networks vs web applications.
Setting up nginx as reverse proxy
Configure proxy_pass, handle headers properly (X-Forwarded-For, Host), and implement SSL termination. Learn about buffering and timeout settings.
WebSocket protocol basics
Understand the upgrade handshake, persistent connections vs HTTP polling, and binary vs text frames. Learn about the WebSocket API in browsers.
Real-time communication patterns
Implement pub/sub patterns, broadcast vs targeted messages, and room-based communication. Understand when to use WebSockets vs Server-Sent Events.
Socket.io implementation
Set up Socket.io server and client, use namespaces and rooms, and implement acknowledgments. Learn about automatic reconnection and fallback to polling.
Handling disconnections and reconnections
Implement heartbeat/ping-pong, queue messages during disconnection, and restore state on reconnection. Understand different disconnection scenarios.
Scaling WebSocket servers
Use Redis adapter for multiple servers, implement sticky sessions, and handle state synchronization. Learn about horizontal scaling challenges.
Load balancing considerations
Configure nginx for WebSocket load balancing, understand session affinity requirements, and implement health checks for WebSocket endpoints.
Security and authentication
Implement token-based auth for WebSockets, validate origin headers, and prevent WebSocket hijacking. Learn about rate limiting for WebSocket connections.
12 Cron Jobs & Automation
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Cron syntax and scheduling
Master the five fields (minute, hour, day, month, weekday), use special characters (*, /, -, ,), and test with crontab.guru. Understand how cron interprets time.
Common scheduling patterns
Daily backups at 2 AM, hourly health checks, weekly reports, and monthly cleanup tasks. Learn to avoid problematic times (DST changes, midnight).
Logging and error handling
Redirect output to log files, implement log rotation, and set up email notifications for failures. Understand why cron has limited environment variables.
Environment differences in cron
PATH is minimal in cron, must use absolute paths, and source profile if needed. Learn to debug "works manually but not in cron" issues.
Alternatives (systemd timers, task schedulers)
Understand systemd timers advantages, use node-cron or APScheduler for application-level scheduling, and evaluate cloud-based schedulers.
Monitoring cron job health
Implement dead man's switch monitoring, use services like Healthchecks.io, and track execution time trends. Learn to alert on missed executions.
Preventing overlapping runs
Use flock for file locking, implement PID file checks, and handle long-running jobs gracefully. Understand risks of concurrent execution.
Time zones and scheduling
Understand how cron handles time zones, account for DST changes, and use UTC for consistency. Learn about timezone-aware scheduling tools.
Automation best practices
Make scripts idempotent, implement proper error handling, and use configuration files. Document dependencies and test automation thoroughly.
Cloud-based schedulers
Use AWS Lambda with CloudWatch Events, Google Cloud Scheduler, or GitHub Actions scheduled workflows. Understand serverless scheduling benefits.
13 Kubernetes
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Pods, services, deployments concepts
Understand pods as smallest deployable units, services for networking, and deployments for declarative updates. Learn about ReplicaSets and their role.
kubectl essential commands
Master get, describe, logs, exec, and port-forward. Learn to use labels and selectors effectively. Understand kubectl config for multiple clusters.
Writing YAML manifests
Structure deployment and service YAML files, understand required vs optional fields, and use kubectl explain for documentation. Learn about YAML anchors for DRY configs.
ConfigMaps and Secrets
Separate config from code, mount as volumes or environment variables, and understand base64 encoding for secrets. Learn about secret rotation strategies.
Persistent volumes
Understand PV and PVC relationship, storage classes, and access modes. Learn about StatefulSets for stateful applications and volume backup strategies.
Ingress and load balancing
Configure ingress controllers (nginx, traefik), implement path and host-based routing, and manage SSL certificates. Understand service types: ClusterIP, NodePort, LoadBalancer.
Scaling and autoscaling
Horizontal Pod Autoscaler setup, understand metrics server requirement, and configure scaling policies. Learn about Vertical Pod Autoscaler and cluster autoscaling.
Health checks and probes
Implement liveness and readiness probes, understand probe types (HTTP, TCP, exec), and configure appropriate thresholds. Learn when to use startup probes.
Debugging crashed pods
Use kubectl describe for events, check logs of previous container, and understand CrashLoopBackOff. Learn to use ephemeral debug containers.
When to use k8s vs simpler solutions
Evaluate complexity vs benefits, understand when Docker Compose suffices, and consider managed Kubernetes services. Learn about the operational overhead of Kubernetes.
14 AI Studio
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Google AI Studio interface
Navigate the playground, understand different model options, and use the prompt gallery. Learn about project organization and sharing capabilities.
Prompt engineering basics
Write clear, specific prompts, use examples for few-shot learning, and implement chain-of-thought reasoning. Understand prompt templates and variables.
Model selection and parameters
Choose between Gemini models based on use case, adjust temperature and top-p for creativity vs consistency, and set appropriate token limits.
System prompts and context
Design effective system prompts for consistent behavior, manage context windows efficiently, and implement role-playing for specific outputs.
Testing and iteration
Use the test suite feature, compare outputs across prompts, and implement version control for prompts. Learn A/B testing strategies for prompts.
API integration from studio
Export code snippets in various languages, implement proper error handling, and manage API keys securely. Understand rate limits and quotas.
Cost management
Monitor token usage, implement caching strategies, and optimize prompts for efficiency. Understand pricing tiers and when to upgrade.
Fine-tuning basics
Prepare training data in correct format, understand when fine-tuning is necessary, and evaluate model performance. Learn about overfitting risks.
Prompt templates
Create reusable templates with variables, implement conditional logic, and organize templates by use case. Learn to maintain prompt libraries.
Exporting and deployment
Convert studio experiments to production code, implement proper logging and monitoring, and handle edge cases. Understand scaling considerations.
15 GPTs, Gems
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Custom GPT creation
Design conversation flow, write detailed instructions, and configure capabilities. Understand the difference between instructions and conversation starters.
Instructions and behavior design
Write clear system prompts, implement guardrails for unwanted behavior, and design personality traits. Learn to handle edge cases and ambiguous inputs.
Knowledge base integration
Upload relevant documents, understand retrieval limitations, and organize knowledge effectively. Learn about citation and source attribution.
Actions and API connections
Configure OAuth or API key authentication, write OpenAPI schemas, and handle API errors gracefully. Understand action chaining and data flow.
Testing and refinement
Test with diverse inputs, identify failure modes, and iterate on instructions. Learn to gather user feedback and implement improvements.
Sharing and monetization
Understand GPT Store requirements, implement usage tracking, and explore monetization options. Learn about promotion and user acquisition.
Google Gems setup
Create specialized Gemini assistants, configure capabilities and limitations, and integrate with Google Workspace. Understand Gems vs standard Gemini.
Use case identification
Identify repetitive tasks suitable for automation, evaluate ROI of custom assistants, and design for specific workflows. Learn to scope features appropriately.
Limitations and workarounds
Understand context window limits, work around capability restrictions, and implement fallback behaviors. Learn when to use multiple specialized assistants.
Maintenance and updates
Monitor performance degradation, update knowledge bases regularly, and adapt to API changes. Implement version control for GPT configurations.
16 Image Gen (Sora, Grok, Gemini)
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Prompt engineering for images
Structure prompts with subject, style, composition, and lighting. Learn weighted keywords, negative prompts, and how different models interpret prompts.
Style modifiers and techniques
Master artistic styles, photography terms, and rendering techniques. Understand how to combine multiple style references effectively.
Resolution and aspect ratios
Choose appropriate dimensions for use cases, understand model limitations, and implement upscaling strategies. Learn about tile generation for large images.
Iterating and refining outputs
Use seed values for consistency, implement variation techniques, and refine through inpainting/outpainting. Learn prompt evolution strategies.
API integration
Implement async generation, handle callbacks for completion, and manage rate limits. Learn to cache and store generated images efficiently.
Cost per generation
Calculate costs across platforms, implement budgeting, and optimize for quality vs quantity. Understand pricing tiers and bulk discounts.
Copyright and usage rights
Understand platform-specific licenses, commercial use restrictions, and attribution requirements. Learn about AI art copyright debates and best practices.
Combining with other tools
Use Photoshop for post-processing, implement img2img workflows, and combine multiple AI tools. Learn about ControlNet and guided generation.
Batch generation
Automate multiple variations, implement queue systems, and handle failures gracefully. Learn to optimize for GPU utilization.
Commercial use cases
Design assets for marketing, create product mockups, and generate content at scale. Understand client expectations and delivery formats.
17 Video Gen (Runway, Grok, Veo3)
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Text-to-video prompting
Describe motion, camera movements, and scene transitions. Understand temporal consistency challenges and how to maintain coherent narratives.
Image-to-video workflows
Animate still images, control motion intensity, and maintain subject consistency. Learn about keyframe selection and interpolation techniques.
Duration and resolution limits
Work within platform constraints, implement scene stitching for longer videos, and optimize for different platforms (TikTok, YouTube, etc.).
Style consistency
Maintain visual coherence across clips, use style references effectively, and implement color grading. Learn about temporal style transfer.
Motion control basics
Control camera movements, object trajectories, and animation speed. Understand motion vectors and how to guide generation.
Audio synchronization
Match video to music beats, implement lip-sync for talking heads, and handle audio-visual alignment. Learn about sound design integration.
Editing generated content
Use traditional video editors for post-processing, implement transitions, and color correction. Learn to hide AI artifacts and improve realism.
API access and automation
Build video generation pipelines, handle async processing, and implement webhook callbacks. Learn about queue management for long generations.
Cost optimization
Balance quality settings with cost, implement preview systems, and cache intermediate results. Understand when to use different quality tiers.
Quality vs speed tradeoffs
Choose appropriate models for use cases, implement draft-and-refine workflows, and optimize rendering settings. Learn about real-time vs offline generation.
18 Music Gen (Udio, Producer, Suno)
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Prompt structure for music
Describe genre, mood, instruments, and tempo effectively. Learn musical terminology and how AI interprets stylistic descriptions.
Genre and style descriptions
Master genre-specific terminology, combine influences effectively, and understand era-specific production styles. Learn about micro-genres and fusion styles.
Lyrics generation and editing
Write AI-friendly lyrics, control syllable count and rhyme schemes, and edit for better flow. Understand prosody and meter in AI generation.
Song structure control
Define verses, choruses, bridges, and outros. Implement dynamic arrangements and understand how to control energy progression throughout songs.
Extending and variations
Create longer compositions from segments, maintain thematic consistency, and generate variations. Learn about stem continuation techniques.
Stem separation
Extract individual instruments, create remixes and mashups, and clean up artifacts. Understand the limitations of AI stem separation.
Copyright and commercial use
Navigate platform licenses, understand royalty-free vs rights-managed, and implement proper attribution. Learn about AI music in commercial projects.
API integration
Implement generation queues, handle long processing times, and store results efficiently. Learn about webhook notifications for completion.
Batch generation strategies
Generate multiple variations efficiently, implement A/B testing for styles, and manage generation credits. Learn parallel generation techniques.
Mixing with traditional DAWs
Import AI stems into Logic/Ableton, apply professional mixing, and combine with recorded elements. Learn about tempo/key matching for integration.
19 Software Gen (Bolt, Lovable, Replit)
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Effective prompting for code generation
Describe requirements clearly, provide examples and edge cases, and specify tech stack preferences. Learn to break complex features into smaller prompts.
Iterative development workflow
Start with MVP, add features incrementally, and maintain coherent architecture. Understand how to guide AI through refactoring.
Debugging generated code
Identify common AI code patterns that cause issues, use debugging tools effectively, and understand when to manually intervene.
Deployment from these platforms
Export to GitHub, deploy to Vercel/Netlify, and handle environment variables. Learn about platform-specific deployment limitations.
Cost management strategies
Monitor token usage, optimize prompts for efficiency, and know when to switch to local development. Understand pricing models across platforms.
Version control integration
Connect to GitHub, implement branching strategies, and maintain commit history. Learn about merge conflict resolution with AI-generated code.
Customization and extending
Modify generated code safely, add custom libraries, and integrate external APIs. Understand the boundaries of AI assistance.
Limitations and when to code manually
Recognize complex logic AI struggles with, performance-critical sections, and security-sensitive code. Learn when human expertise is essential.
Team collaboration features
Share projects, implement code reviews, and manage permissions. Understand real-time collaboration capabilities and limitations.
Moving projects to production
Export clean codebases, implement proper testing, and add monitoring. Learn to transition from prototype to production-ready applications.
20 Agents
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Agent vs traditional automation
Understand autonomous decision-making, goal-oriented behavior, and adaptive responses. Learn when agents provide value over scripted automation.
LangChain and frameworks
Build chains and agents, implement tools and memory, and understand different agent types. Learn about alternatives like AutoGen and CrewAI.
Memory and context management
Implement conversation memory, use vector databases for long-term memory, and manage context windows. Understand memory retrieval strategies.
Tool use and function calling
Define tool schemas, implement error handling, and chain multiple tools. Learn about tool selection strategies and when to use each tool.
Multi-agent systems
Design agent communication protocols, implement delegation patterns, and coordinate multiple agents. Understand emergent behaviors and control mechanisms.
Debugging agent behavior
Implement logging for decision processes, trace execution paths, and identify loops or failures. Learn to use LangSmith for observability.
Cost and token management
Optimize prompt chains, implement caching strategies, and set token limits. Understand cost implications of recursive agent calls.
Production deployment
Handle scalability, implement rate limiting, and ensure reliability. Learn about async processing and queue management for agents.
Monitoring and logging
Track agent performance, monitor decision quality, and implement alerting. Understand metrics that matter for agent systems.
Common pitfalls and solutions
Avoid infinite loops, handle hallucinations, and prevent agent confusion. Learn about guardrails and safety mechanisms for production agents.
21 Projects
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Project planning and scope
Define clear objectives, create realistic timelines, and identify dependencies. Learn to break down projects into manageable milestones.
MVP identification
Determine core features, cut non-essential functionality, and focus on user value. Understand the balance between completeness and shipping.
Tech stack selection
Evaluate frameworks and libraries, consider team expertise, and think about long-term maintenance. Learn to avoid over-engineering and hype-driven development.
Architecture decisions
Choose between monolithic and microservices, design database schemas, and plan API structures. Document decisions and trade-offs.
Documentation strategies
Write clear READMEs, maintain API documentation, and create user guides. Learn about documentation-as-code and automated documentation.
Testing approaches
Implement unit, integration, and E2E tests. Understand test pyramids, TDD vs BDD, and when each testing type provides value.
Deployment planning
Choose hosting platforms, implement CI/CD pipelines, and plan rollback strategies. Consider scalability from the start.
Maintenance considerations
Plan for updates, security patches, and feature additions. Implement monitoring and establish on-call procedures.
Portfolio presentation
Showcase projects effectively, write case studies, and demonstrate problem-solving. Learn to tell the story behind your projects.
Open source best practices
Choose appropriate licenses, manage contributors, and build community. Understand governance models and sustainability strategies.
22 YouTube Shorts
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Vertical video best practices
Frame for 9:16 aspect ratio, keep important elements centered, and optimize for mobile viewing. Understand safe zones for different platforms.
Hook in first 3 seconds
Start with the payoff, ask compelling questions, or show surprising visuals. Learn pattern interrupts and why scroll-stopping content works.
Retention optimization
Maintain fast pacing, use visual changes every 3-4 seconds, and implement cliffhangers. Understand retention graphs and drop-off points.
Text overlays and captions
Use large, readable fonts, implement auto-captions, and highlight key points. Learn about accessibility and why 85% watch without sound.
Trending audio usage
Find trending sounds early, match content to audio mood, and understand copyright implications. Learn when original audio performs better.
Thumbnail strategies
Design eye-catching covers, use consistent branding, and A/B test different styles. Understand how thumbnails affect click-through rates.
Publishing schedule
Find optimal posting times, maintain consistency, and understand platform algorithms. Learn about time zones and global audiences.
Analytics that matter
Track average view duration, analyze traffic sources, and understand audience retention. Learn which metrics actually drive growth.
Cross-platform posting
Adapt content for TikTok, Instagram Reels, and YouTube Shorts. Understand platform-specific features and audience expectations.
Building a content calendar
Plan content themes, batch production days, and maintain variety. Learn to balance educational, entertaining, and promotional content.