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RUNLOCALAI · v38
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BLK · HOW-TO

How-to guides

352 task recipes. Each guide is designed around one job done end to end: steps, verification, and the failures that actually bite when you run open-weight AI on your own hardware.

Want the long form? → Courses
Start here

Four recipes that turn reading into a working setup

Got numbers? submit a benchmark →
Run one model

Pull with Ollama and verify a local response.

Open recipe →
Fix VRAM pressure

Reduce context instead of guessing at random settings.

Open recipe →
Measure tok/s

Turn your setup into comparable local evidence.

Open recipe →
Expose the runtime

Make Ollama reachable for apps and tools.

Open recipe →
Task finder

Find the recipe that matches the job

352 of 352 recipes
How to allocate token budgets across system prompts, context window, and responses
intermediate/Dev & CLI workflows/15 min
How to build a decision tree prompt chain that routes user queries based on detected intent
advanced/Dev & CLI workflows/30 min
How to build a real-time data pipeline using Apache Kafka or Redis Streams with AI-enriched events
advanced/Dev & CLI workflows/40 min
How to build a scheduled web scraping job that feeds extracted data into a database using AI parsing
advanced/Dev & CLI workflows/35 min
How to build a type-safe API client using an AI assistant that reads your OpenAPI spec
advanced/Dev & CLI workflows/30 min
How to chain prompts together to break complex tasks into sequential AI reasoning steps
intermediate/Dev & CLI workflows/20 min
How to configure AI debugging breakpoints using VS Code AI-assisted debugging extension
intermediate/Dev & CLI workflows/15 min
How to configure Claude Code's forbidden tool restrictions for safe usage
intermediate/Dev & CLI workflows/10 min
How to configure Continue.dev with multiple AI providers and switch between them
intermediate/Dev & CLI workflows/15 min
How to configure GitHub Copilot inline suggestions and keyboard shortcuts
beginner/Dev & CLI workflows/10 min
How to configure a CI/CD pipeline in GitHub Actions to run AI-generated tests automatically
advanced/Dev & CLI workflows/25 min
How to count tokens in OpenAI API requests using the tiktoken library in Python
intermediate/Dev & CLI workflows/10 min
How to create a multi-role system prompt with distinct personas for different coding tasks
intermediate/Dev & CLI workflows/20 min
How to create a task completion workflow in Manus AI for building a React component
intermediate/Dev & CLI workflows/25 min
How to create integration test suites for REST API endpoints using AI-assisted tools
intermediate/Dev & CLI workflows/20 min
How to debug memory leaks in a Node.js application using AI-powered profiling analysis
advanced/Dev & CLI workflows/30 min
How to delegate specific file tasks to an AI pair programmer while you focus on architecture
intermediate/Dev & CLI workflows/15 min
How to design a batch data pipeline that extracts from APIs, transforms with AI, and loads into a data warehouse
advanced/Dev & CLI workflows/35 min
How to design effective system prompts that guide an AI assistant behavior and constraints
intermediate/Dev & CLI workflows/20 min
How to estimate Claude API token costs using the Anthropic token counting tool
intermediate/Dev & CLI workflows/10 min
How to generate README documentation for a repository using an AI tool trained on Markdown
intermediate/Dev & CLI workflows/15 min
How to generate unit tests for a Python function using Claude Code
intermediate/Dev & CLI workflows/15 min
How to handle API rate limiting and retry logic in AI-integrated API calls
intermediate/Dev & CLI workflows/20 min
How to install Claude Code CLI and authenticate with your Anthropic account
intermediate/Dev & CLI workflows/15 min
How to install and enable the GitHub Copilot extension in VS Code
beginner/Dev & CLI workflows/10 min
How to install and set up Manus AI on your local development machine
intermediate/Dev & CLI workflows/20 min
How to install and set up the Cursor IDE AI extension for AI-first coding
beginner/Dev & CLI workflows/10 min
How to integrate AI test generation into a Jenkins CI/CD pipeline using a plugin
advanced/Dev & CLI workflows/30 min
How to integrate an AI assistant into your API client library to auto-generate usage examples
advanced/Dev & CLI workflows/30 min
How to interpret and act on AI-generated code review feedback in a pull request
intermediate/Dev & CLI workflows/15 min
How to measure and compare prompt variant performance using task-specific evaluation metrics
advanced/Dev & CLI workflows/25 min
How to navigate and edit files using Claude Code's interactive mode
intermediate/Dev & CLI workflows/20 min
How to review AI pair programming suggestions for security vulnerabilities before accepting them
intermediate/Dev & CLI workflows/15 min
How to run Manus AI with custom agent configurations and memory settings
intermediate/Dev & CLI workflows/15 min
How to run statistical significance tests on A/B prompt test results
advanced/Dev & CLI workflows/20 min
How to set up A/B testing for AI prompts using a traffic splitting framework
advanced/Dev & CLI workflows/25 min
How to set up AI code review automations in GitHub Actions using Claude or GPT models
advanced/Dev & CLI workflows/30 min
How to set up an AI-assisted web scraping pipeline that extracts structured data from HTML
intermediate/Dev & CLI workflows/25 min
How to set up property-based testing by prompting an AI to generate edge cases for your functions
intermediate/Dev & CLI workflows/20 min
How to test and iterate on system prompt designs using structured evaluation datasets
advanced/Dev & CLI workflows/30 min
How to tune an AI model for code review by providing it your team style guide
advanced/Dev & CLI workflows/20 min
How to use AI as a pair programmer by setting up real-time code suggestion with Claude in your editor
intermediate/Dev & CLI workflows/15 min
How to use AI for data quality validation within an ETL pipeline to flag anomalies in ingested records
advanced/Dev & CLI workflows/25 min
How to use AI to convert legacy comments into idiomatic framework documentation
intermediate/Dev & CLI workflows/20 min
How to use AI to detect and bypass anti-scraping mechanisms on target websites
advanced/Dev & CLI workflows/30 min
How to use AI to generate JSDoc and TypeDoc comments for a JavaScript or TypeScript codebase
intermediate/Dev & CLI workflows/15 min
How to use AI to optimize Docker build times by suggesting layer caching improvements in your CI pipeline
advanced/Dev & CLI workflows/20 min
How to use AI to transform legacy API response schemas into modern typed structures
intermediate/Dev & CLI workflows/20 min

Showing the first 48 matches. Tighten a filter to narrow the list.

SET

Setup, install & config

Get a runtime installed and a first model answering.

47
How to build custom Docker image for AI models
intermediate·25 min
How to compile llama.cpp from source
intermediate·30 min
How to configure Continue.dev with Ollama
intermediate·10 min
How to configure LM Studio server settings
intermediate·10 min
How to configure Ollama port and networking
intermediate·10 min
How to configure Open WebUI with Ollama backend
intermediate·10 min
How to configure PyTorch with GPU support
intermediate·15 min
How to configure vLLM GPU memory allocation
intermediate·15 min
How to connect to LM Studio from Continue.dev
intermediate·10 min
How to create a Docker Compose setup for AI stack
intermediate·20 min
How to create a custom Modelfile for Ollama
intermediate·15 min
How to customize Continue.dev prompts
intermediate·15 min
How to download and run a model with Ollama
beginner·10 min
How to download models in LM Studio
beginner·10 min
How to enable authentication in Open WebUI
intermediate·10 min
How to enable tensor parallelism in vLLM
advanced·15 min
How to install CUDA drivers on Ubuntu
intermediate·20 min
How to install Continue.dev in VS Code
beginner·5 min
How to install LM Studio on Windows
beginner·10 min
How to install LM Studio on macOS
beginner·10 min
How to install NVIDIA Container Toolkit for Docker
intermediate·15 min
How to install Ollama on Linux
beginner·10 min
How to install Ollama on Windows
beginner·15 min
How to install Ollama on macOS
beginner·10 min
How to install Open WebUI with Docker
intermediate·15 min
How to install ROCm for AMD GPUs
advanced·30 min
How to install vLLM with pip
intermediate·15 min
How to manage models in Open WebUI
beginner·10 min
How to mount GPU in Docker container
intermediate·10 min
How to optimize llama.cpp inference parameters
intermediate·20 min
How to optimize vLLM for throughput
advanced·20 min
How to persist Ollama data in Docker
intermediate·10 min
How to quantize a model for llama.cpp
advanced·30 min
How to run Ollama in Docker
intermediate·15 min
How to run inference with llama.cpp server
intermediate·15 min
How to run vLLM in Docker
intermediate·15 min
How to run vLLM with a HuggingFace model
intermediate·20 min
How to run vLLM with an OpenAI-compatible API
intermediate·15 min
How to set Ollama environment variables
intermediate·10 min
How to set up Continue.dev with LM Studio
intermediate·10 min
How to set up Metal GPU acceleration on macOS
intermediate·10 min
How to set up Open WebUI admin account
beginner·5 min
How to use Continue.dev with custom model endpoints
advanced·15 min
How to use LM Studio as a local API server
intermediate·10 min
How to use Ollama with GPU acceleration (NVIDIA)
intermediate·20 min
How to use llama.cpp with CUDA acceleration
intermediate·20 min
How to verify CUDA setup for AI workloads
intermediate·10 min
INF

Models & inference

Pick, quantize, load, and serve models; tune throughput.

70
How to adjust context length when running on limited hardware
intermediate·10 min
How to allocate specific GPU memory limits per model
advanced·15 min
How to benchmark DeepSeek against dense models of similar size
advanced·30 min
How to benchmark first-token latency for interactive applications
intermediate·15 min
How to benchmark model response time using the Ollama API
intermediate·15 min
How to benchmark models with varying context lengths
advanced·20 min
How to benchmark reasoning capabilities between DeepSeek-R1 and other models
advanced·30 min
How to benchmark token generation speed in tokens per second
intermediate·15 min
How to choose the right quantization level based on your hardware
intermediate·10 min
How to compare embedding model performance for your use case
intermediate·20 min
How to compare file sizes between different quantization formats
intermediate·10 min
How to compare model performance across different quantization levels
intermediate·20 min
How to compare two models side-by-side with identical prompts
intermediate·15 min
How to compare vision model outputs across different model sizes
advanced·30 min
How to configure DeepSeek models for reduced memory usage
intermediate·15 min
How to configure Ollama for concurrent multi-user access
advanced·20 min
How to configure batch size limits to prevent memory overflow
intermediate·10 min
How to configure context window size for long documents
intermediate·10 min
How to configure partial GPU offloading for large models
intermediate·15 min
How to configure repeat penalty to reduce looping responses
intermediate·10 min
How to configure the Ollama serve port for network access
intermediate·10 min
How to create a Modelfile to customize model parameters
intermediate·10 min
How to create a systematic model comparison matrix
advanced·30 min
How to delete unused models to free up disk space
beginner·5 min
How to enable and configure speculative decoding for faster generation
advanced·20 min
How to enable full GPU acceleration for maximum performance
intermediate·10 min
How to enable prompt caching to speed up repeated queries
intermediate·10 min
How to enable streaming responses for real-time output
intermediate·10 min
How to evaluate model response quality using predefined test cases
advanced·30 min
How to fine-tune embedding batch sizes for your hardware
intermediate·15 min
How to format image prompts correctly for LLaVA models
intermediate·10 min
How to handle high-resolution images with LLaVA
intermediate·15 min
How to handle streaming response chunks in your application
intermediate·15 min
How to import custom GGUF model files into Ollama
intermediate·15 min
How to list all available models on your local Ollama installation
beginner·5 min
How to manage context overflow for very long conversations
intermediate·15 min
How to measure memory usage during model inference
intermediate·10 min
How to monitor CPU and GPU memory during inference
intermediate·10 min
How to offload models to CPU when GPU memory is insufficient
intermediate·10 min
How to optimize batch inference throughput
advanced·20 min
How to process multiple images with a single vision model request
intermediate·15 min
How to pull a model with Q4_K_M quantization for balanced quality and size
intermediate·10 min
How to pull a model with Q5_K_M quantization for detailed responses
intermediate·10 min
How to pull a model with Q5_K_S quantization for higher quality
intermediate·10 min
How to pull a model with Q8_0 quantization for maximum quality
intermediate·10 min
How to pull and run DeepSeek MoE models efficiently
intermediate·15 min
How to pull and run your first open-source LLM using Ollama
beginner·10 min
How to pull models from custom model libraries beyond the default
intermediate·10 min
How to run DeepSeek-R1 reasoning models for complex problem-solving
intermediate·15 min
How to run LLaVA vision model to analyze images
intermediate·15 min
How to run a model in the background as a persistent service
intermediate·10 min
How to run a specific model version by appending the tag
beginner·5 min
How to run a standardized benchmark suite against multiple models
advanced·30 min
How to run batch inference for processing multiple prompts
intermediate·15 min
How to run embedding models for semantic search
intermediate·15 min
How to run multiple models simultaneously on the same system
intermediate·20 min
How to run quantized models on systems with limited RAM
intermediate·15 min
How to set GPU layers to optimize memory usage
intermediate·10 min
How to set temperature parameters for creative output
beginner·5 min
How to set temperature to zero for deterministic responses
beginner·5 min
How to set up a model switching workflow for different tasks
intermediate·15 min
How to stop a running model and free up memory
beginner·5 min
How to structure prompts to maximize cache hit rates
intermediate·15 min
How to tune reasoning depth in R1 models using parameters
intermediate·15 min
How to tune temperature based on task type
intermediate·10 min
How to tune the speculation parameters for your hardware setup
advanced·20 min
How to understand MoE architecture and expert routing
intermediate·15 min
How to update an existing model to its latest version
beginner·5 min
How to verify chain-of-thought reasoning in R1 models
intermediate·10 min
How to verify model integrity after downloading
intermediate·5 min
RAG

RAG, agents & tools

Retrieval, tool-calling, and agent loops on local models.

90
How to Add File System Operations as Agent Tools
intermediate·20 min
How to Add Human-in-the-Loop to LangGraph Workflows
intermediate·20 min
How to Add Query Expansion to Improve Recall
intermediate·20 min
How to Add Rate Limiting to Agent Tool Calls
intermediate·15 min
How to Add Reranking to Your RAG Pipeline
intermediate·20 min
How to Add Streaming to LangChain Chains
intermediate·15 min
How to Apply Metadata Filters to Reduce Search Space
intermediate·15 min
How to Batch Ingest Documents into Vector Database
intermediate·20 min
How to Build BM25 and Vector Hybrid Retrieval
intermediate·25 min
How to Build Context-Aware RAG with Follow-Up Questions
intermediate·30 min
How to Build Conversational RAG with Memory
intermediate·30 min
How to Build Core AI Agent Architecture
intermediate·25 min
How to Build Custom LLM Chain with Prompt Templates
intermediate·15 min
How to Build Custom Tools for Agents
intermediate·20 min
How to Build Error Handling in Agent Pipelines
intermediate·20 min
How to Build Multi-Agent Orchestration System
advanced·35 min
How to Build Multi-Modal RAG for Images and Text
advanced·40 min
How to Build Query Expansion with Sub-Queries
advanced·25 min
How to Build RetrievalQA Chain with Sources
intermediate·20 min
How to Build Web Search with Citation Support
advanced·30 min
How to Build a Basic RAG Pipeline with LangChain
intermediate·30 min
How to Choose and Configure FAISS Index Types (IVF, HNSW)
intermediate·20 min
How to Compose Multiple Chains with Pipe Operator
intermediate·15 min
How to Connect MCP Client to Remote MCP Server
advanced·20 min
How to Create Agent Decision-Making Logic
advanced·25 min
How to Create Basic LangChain Chains with LCEL
intermediate·20 min
How to Create Conditional Edges in LangGraph
intermediate·15 min
How to Create Context-Aware Chunks with Parent Document
advanced·25 min
How to Create ConversationalRetrievalChain with Memory
intermediate·25 min
How to Create Custom MCP Tools for Your Application
advanced·25 min
How to Create and Manage ChromaDB Collections
beginner·10 min
How to Debug Agent Reasoning and Tool Selection
advanced·20 min
How to Debug LangChain Chain Execution
intermediate·15 min
How to Define JSON Schema for Tool Calling
intermediate·15 min
How to Define State Schema in LangGraph
intermediate·15 min
How to Deploy ChromaDB in Client-Server Mode
intermediate·20 min
How to Design Specialized Agent Roles
intermediate·20 min
How to Enable ChromaDB Persistence for Production
intermediate·15 min
How to Enable Function Calling in Local Models (Ollama)
intermediate·15 min
How to Evaluate RAG Pipeline Performance
intermediate·30 min
How to Evaluate Reranking Quality with NDCG
intermediate·20 min
How to Extract Metadata from Documents for Filtering
intermediate·15 min
How to Extract Tables from PDFs for Structured Data
advanced·30 min
How to Extract Text from PDFs Using PyMuPDF
intermediate·15 min
How to Fine-Tune Reranking Models for Your Domain
advanced·45 min
How to Handle Function Call Errors and Retries
intermediate·15 min
How to Implement Agent Memory (Short and Long Term)
advanced·30 min
How to Implement Agent Reflection and Self-Correction
advanced·30 min
How to Implement Agent-to-Agent Communication
advanced·30 min
How to Implement Cascade Reranking for Efficiency
advanced·30 min
How to Implement Cohere Reranking API
intermediate·15 min
How to Implement Dynamic Chunk Sizing Based on Content
advanced·25 min
How to Implement Hybrid Chunking (Semantic + Fixed Size)
advanced·25 min
How to Implement Hybrid Search (Keyword + Semantic)
intermediate·25 min
How to Implement Hybrid Search RAG (BM25 + Vector)
intermediate·30 min
How to Implement Logging for Agent Debugging
intermediate·15 min
How to Implement Memory in LangGraph State
intermediate·20 min
How to Implement Metadata Filtering in ChromaDB
intermediate·15 min
How to Implement Secure File Operations for Agents
advanced·25 min
How to Implement Self-Querying Retrieval in RAG
advanced·30 min
How to Implement Semantic Chunking with LangChain
intermediate·20 min
How to Implement Tool Calling in LangGraph Agents
intermediate·20 min
How to Implement Tool Use in AI Agents
intermediate·20 min
How to Improve Embedding Quality for Better Retrieval
intermediate·25 min
How to Integrate FAISS with LangChain
intermediate·15 min
How to Integrate Web Search Tool in Agents
intermediate·20 min
How to Load Documents with LangChain Document Loaders
intermediate·15 min
How to Manage Agent Context Window Limits
intermediate·15 min
How to Monitor Agent Performance Metrics
intermediate·20 min
How to Optimize Chunk Size and Overlap Strategy
intermediate·20 min
How to Optimize FAISS Index for Large Datasets
advanced·30 min
How to Optimize RAG for Low Latency
advanced·30 min
How to Optimize Vector Search Query Performance
intermediate·20 min
How to Preprocess Text for Vector Database Ingestion
intermediate·20 min
How to Register and Call Custom Tools in Agents
intermediate·15 min
How to Scale FAISS Across Multiple Machines
advanced·40 min
How to Set Up Agent Observability and Tracing
intermediate·25 min
How to Set Up Basic LangGraph Agent from Scratch
intermediate·25 min
How to Set Up ChromaDB from Scratch
beginner·15 min
How to Set Up Cross-Encoder Reranking
intermediate·20 min
How to Set Up FAISS Index for Similarity Search
intermediate·15 min
How to Set Up MCP Server with Standard Tools
intermediate·20 min
How to Test Agent Behavior with Unit Tests
intermediate·20 min
How to Use ChromaDB with LangChain for Vector Storage
intermediate·15 min
How to Use FAISS for Approximate Nearest Neighbor Search
intermediate·15 min
How to Use OpenAI Function Calling with Tools
intermediate·20 min
How to Use Query Rewriting for Better Recall
intermediate·20 min
How to Use Recursive Character Text Splitter
intermediate·15 min
How to Use Semantic Chunking with Embedding Similarity
intermediate·20 min
How to Use Vector Store as Agent Memory
intermediate·20 min
DEV

Dev & CLI workflows

Day-to-day operator workflows at the terminal.

60
How to allocate token budgets across system prompts, context window, and responses
intermediate·15 min
How to build a decision tree prompt chain that routes user queries based on detected intent
advanced·30 min
How to build a real-time data pipeline using Apache Kafka or Redis Streams with AI-enriched events
advanced·40 min
How to build a scheduled web scraping job that feeds extracted data into a database using AI parsing
advanced·35 min
How to build a type-safe API client using an AI assistant that reads your OpenAPI spec
advanced·30 min
How to chain prompts together to break complex tasks into sequential AI reasoning steps
intermediate·20 min
How to configure AI debugging breakpoints using VS Code AI-assisted debugging extension
intermediate·15 min
How to configure Claude Code's forbidden tool restrictions for safe usage
intermediate·10 min
How to configure Continue.dev with multiple AI providers and switch between them
intermediate·15 min
How to configure GitHub Copilot inline suggestions and keyboard shortcuts
beginner·10 min
How to configure a CI/CD pipeline in GitHub Actions to run AI-generated tests automatically
advanced·25 min
How to count tokens in OpenAI API requests using the tiktoken library in Python
intermediate·10 min
How to create a multi-role system prompt with distinct personas for different coding tasks
intermediate·20 min
How to create a task completion workflow in Manus AI for building a React component
intermediate·25 min
How to create integration test suites for REST API endpoints using AI-assisted tools
intermediate·20 min
How to debug memory leaks in a Node.js application using AI-powered profiling analysis
advanced·30 min
How to delegate specific file tasks to an AI pair programmer while you focus on architecture
intermediate·15 min
How to design a batch data pipeline that extracts from APIs, transforms with AI, and loads into a data warehouse
advanced·35 min
How to design effective system prompts that guide an AI assistant behavior and constraints
intermediate·20 min
How to estimate Claude API token costs using the Anthropic token counting tool
intermediate·10 min
How to generate README documentation for a repository using an AI tool trained on Markdown
intermediate·15 min
How to generate unit tests for a Python function using Claude Code
intermediate·15 min
How to handle API rate limiting and retry logic in AI-integrated API calls
intermediate·20 min
How to install Claude Code CLI and authenticate with your Anthropic account
intermediate·15 min
How to install and enable the GitHub Copilot extension in VS Code
beginner·10 min
How to install and set up Manus AI on your local development machine
intermediate·20 min
How to install and set up the Cursor IDE AI extension for AI-first coding
beginner·10 min
How to integrate AI test generation into a Jenkins CI/CD pipeline using a plugin
advanced·30 min
How to integrate an AI assistant into your API client library to auto-generate usage examples
advanced·30 min
How to interpret and act on AI-generated code review feedback in a pull request
intermediate·15 min
How to measure and compare prompt variant performance using task-specific evaluation metrics
advanced·25 min
How to navigate and edit files using Claude Code's interactive mode
intermediate·20 min
How to review AI pair programming suggestions for security vulnerabilities before accepting them
intermediate·15 min
How to run Manus AI with custom agent configurations and memory settings
intermediate·15 min
How to run statistical significance tests on A/B prompt test results
advanced·20 min
How to set up A/B testing for AI prompts using a traffic splitting framework
advanced·25 min
How to set up AI code review automations in GitHub Actions using Claude or GPT models
advanced·30 min
How to set up an AI-assisted web scraping pipeline that extracts structured data from HTML
intermediate·25 min
How to set up property-based testing by prompting an AI to generate edge cases for your functions
intermediate·20 min
How to test and iterate on system prompt designs using structured evaluation datasets
advanced·30 min
How to tune an AI model for code review by providing it your team style guide
advanced·20 min
How to use AI as a pair programmer by setting up real-time code suggestion with Claude in your editor
intermediate·15 min
How to use AI for data quality validation within an ETL pipeline to flag anomalies in ingested records
advanced·25 min
How to use AI to convert legacy comments into idiomatic framework documentation
intermediate·20 min
How to use AI to detect and bypass anti-scraping mechanisms on target websites
advanced·30 min
How to use AI to generate JSDoc and TypeDoc comments for a JavaScript or TypeScript codebase
intermediate·15 min
How to use AI to optimize Docker build times by suggesting layer caching improvements in your CI pipeline
advanced·20 min
How to use AI to transform legacy API response schemas into modern typed structures
intermediate·20 min
How to use AI to write regression test cases for a bug you just fixed
intermediate·15 min
How to use Claude Code in a read-only reviewing mode for security-sensitive environments
intermediate·10 min
How to use Claude Code to review a pull request from the command line
intermediate·15 min
How to use Continue.dev codebase index for fast semantic search across your project
intermediate·20 min
How to use Continue.dev to connect a local codebase to a custom LLM backend
intermediate·15 min
How to use GitHub Copilot Chat for debugging and explaining code in VS Code
beginner·15 min
How to use Manus AI to research and compare API options for your project
intermediate·15 min
How to use a sliding context window strategy to manage long conversations within token limits
intermediate·20 min
How to use an AI assistant to analyze a stack trace and pinpoint the root cause of a bug
intermediate·15 min
How to use an AI assistant to construct SQL queries and data transformation steps for a pipeline
intermediate·15 min
How to use prompt chaining with a code generation pipeline to scaffold a full CRUD API
advanced·35 min
How to write YAML or OpenAPI spec documentation for your REST API using an AI assistant
intermediate·20 min
OPS

Production ops & monitoring

Keep it up: observability, reliability, cost control.

35
How to build a multi-tenant AI metrics dashboard in Grafana with row-level security
advanced·35 min
How to build a structured prompt/response logging pipeline with Fluentd
advanced·30 min
How to configure GPU access in Docker Compose for AI inference
intermediate·15 min
How to configure resource quotas and limit ranges for AI namespaces
intermediate·20 min
How to create Grafana dashboards for AI agent queue depth and wait times
intermediate·30 min
How to create Grafana panels for vLLM throughput monitoring
intermediate·25 min
How to create SLO burn rate alerts for AI agent availability
advanced·25 min
How to create a Docker Compose stack with vLLM, Redis, and Prometheus
intermediate·30 min
How to create a Kubernetes operator for managing AI model deployments
advanced·1h
How to deploy vLLM on Kubernetes with GPU node selection
advanced·35 min
How to implement GPU-based autoscaling with custom metrics
advanced·35 min
How to implement async prompt logging to S3 without blocking inference latency
advanced·25 min
How to implement distributed tracing for multi-agent workflows with trace context propagation
advanced·30 min
How to implement healthchecks and restart policies for AI containers
intermediate·15 min
How to implement pod disruption budgets for AI services during upgrades
advanced·20 min
How to implement predictive autoscaling for AI workloads using historical patterns
advanced·35 min
How to implement token-level logging for LLM prompt auditing and compliance
advanced·25 min
How to instrument a Python FastAPI AI service with Prometheus metrics
intermediate·15 min
How to instrument an AI agent with OpenTelemetry SDK for automatic trace collection
advanced·25 min
How to log conversational context windows for AI agent debugging
intermediate·15 min
How to manage AI model weights with Kubernetes Persistent Volumes
advanced·30 min
How to monitor AI agent error rates by error classification
intermediate·20 min
How to monitor AI agent token usage and cost in real-time using Prometheus counters
intermediate·20 min
How to monitor GPU utilization for AI inference servers with nvidia-ml-py
intermediate·15 min
How to monitor LLM response latency percentiles with Prometheus histograms
intermediate·20 min
How to scale AI services based on request queue depth with KEDA
advanced·30 min
How to set up Prometheus alerting rules for AI service degradation
intermediate·20 min
How to set up a local development AI stack with LangChain, Postgres, and Weaviate
advanced·35 min
How to set up a multi-service AI logging stack with Docker Compose
intermediate·25 min
How to set up centralized logging for distributed AI agents using the ELK stack
advanced·40 min
How to set up health checks for AI agent services with custom readiness probes
intermediate·15 min
How to set up horizontal pod autoscaling for AI inference services
advanced·25 min
How to set up network policies for AI service mesh isolation
advanced·25 min
How to track AI agent conversation state with structured logging and correlation IDs
intermediate·20 min
How to use Prometheus remote_write for long-term AI metrics archival
advanced·25 min
SUP

Supplements

Focused extras that don't fit a single domain.

50
How to Build a Real-Time AI Monitoring Dashboard
advanced·35 min
How to Build an AI-Powered Email Automation System
advanced·40 min
How to Implement AI Agent Logging and Audit Trails
intermediate·25 min
How to Implement Vector Search with Metadata Filtering
intermediate·20 min
How to Set Up Batch Processing for Large Document Sets
intermediate·30 min
How to Set Up Model Fallback Chains (Local to Cloud)
intermediate·25 min
How to Set Up Multi-Modal RAG with Images
advanced·35 min
How to build a LangGraph agent from scratch
intermediate·30 min
How to build a RAG evaluation pipeline
advanced·30 min
How to build a code generation agent with local models
advanced·35 min
How to build a cost tracking dashboard for AI usage
intermediate·30 min
How to build a custom AI coding assistant
advanced·45 min
How to build a custom prompt template library
intermediate·25 min
How to build a document analysis agent pipeline
advanced·35 min
How to build a local AI product with Nigerian naira pricing
intermediate·30 min
How to build a multi-agent supervisor workflow
advanced·35 min
How to build a multi-tenant AI serving infrastructure
advanced·45 min
How to build a research agent that browses the web
advanced·35 min
How to build an AI content generation pipeline
advanced·35 min
How to create custom MCP servers for file access
advanced·30 min
How to debug AI agent loops and infinite reasoning
advanced·25 min
How to deploy AI with Kubernetes and GPU nodes
advanced·40 min
How to deploy a production-grade PD like Hyperspace
advanced·45 min
How to implement A/B testing for model responses
advanced·30 min
How to implement AI-powered data extraction from PDFs
advanced·30 min
How to implement agent planning and task decomposition
advanced·30 min
How to implement few-shot example selection dynamically
advanced·30 min
How to implement guardrails for AI agents
advanced·25 min
How to implement human-in-the-loop for AI agents
advanced·25 min
How to implement parallel agent execution
advanced·30 min
How to implement rate limiting for AI APIs
intermediate·15 min
How to implement streaming responses in AI APIs
intermediate·20 min
How to implement usage-based billing for AI products
advanced·40 min
How to implement web search for AI agents
intermediate·20 min
How to monitor agent token usage and cost
intermediate·20 min
How to set up CI/CD for AI model deployment
advanced·35 min
How to set up GPU memory optimization for inference
advanced·25 min
How to set up Manus AI agent
intermediate·20 min
How to set up PromptLayer for prompt management
intermediate·15 min
How to set up agent error recovery and retry logic
intermediate·20 min
How to set up agent memory with vector databases
intermediate·25 min
How to set up agent observability with OpenTelemetry
advanced·25 min
How to set up agent scheduling with cron and triggers
intermediate·20 min
How to set up agent tool use with function calling
intermediate·20 min
How to set up agent-human collaboration workflows
advanced·25 min
How to set up authentication for local AI endpoints
intermediate·20 min
How to set up auto-scaling for LLM inference
advanced·30 min
How to set up model versioning and rollback
intermediate·20 min
How to use Claude Code CLI for full-stack development
intermediate·30 min
How to use DSPy for prompt optimization
advanced·30 min