> ## Documentation Index > Fetch the complete documentation index at: https://phidatainc.mintlify.site/llms.txt > Use this file to discover all available pages before exploring further. # Advanced > Advanced examples covering caching, compression, concurrency, events, retries, debugging, culture, and serialization. | Example | Description | | ----------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------- | | [01 Create Cultural Knowledge](/examples/agents/advanced/create-cultural-knowledge) | Create cultural knowledge to use with your Agents. | | [02 Use Cultural Knowledge In Agent](/examples/agents/advanced/use-cultural-knowledge-in-agent) | Use cultural knowledge with your Agents. | | [03 Automatic Cultural Management](/examples/agents/advanced/automatic-cultural-management) | Automatically update cultural knowledge based on Agent interactions. | | [04 Manually Add Culture](/examples/agents/advanced/manually-add-culture) | Manually add cultural knowledge to your Agents. | | [Advanced Compression](/examples/agents/advanced/advanced-compression) | Set a context token based limit for tool call compression. | | [Agent Serialization](/examples/agents/advanced/agent-serialization) | Serialize and deserialize agents using to\_dict/from\_dict and save/load with a database. | | [Background Execution](/examples/agents/advanced/background-execution) | Background execution allows you to start an agent run that returns immediately. | | [Background Execution Structured](/examples/agents/advanced/background-execution-structured) | Combines background execution (non-blocking, async) with Pydantic output\_schema. | | [Basic Agent Events](/examples/agents/advanced/basic-agent-events) | Stream agent events including run lifecycle, tool calls, and content output. | | [Cache Model Response](/examples/agents/advanced/cache-model-response) | Example showing how to cache model responses to avoid redundant API calls. | | [Cancel Run](/examples/agents/advanced/cancel-run) | Example demonstrating how to cancel a running agent execution. | | [Compression Events](/examples/agents/advanced/compression-events) | Test script to verify compression events are working correctly. | | [Concurrent Execution](/examples/agents/advanced/concurrent-execution) | Concurrent Agent Execution with asyncio.gather. | | [Custom Cancellation Manager](/examples/agents/advanced/custom-cancellation-manager) | Shows how to extend BaseRunCancellationManager to implement your own. | | [Custom Logging](/examples/agents/advanced/custom-logging) | Example showing how to use a custom logger with Agno. | | [Debug](/examples/agents/advanced/debug) | You can set the debug mode on the agent for all runs to have more verbose output. | | [Multi-Model Metrics](/examples/agents/advanced/multi-model-metrics) | Track per-model token usage with memory model breakdown in metrics.details. | | [Culture Metrics](/examples/agents/advanced/culture-metrics) | Track culture model token usage under the culture\_model detail key. | | [Session Metrics](/examples/agents/advanced/session-metrics) | Accumulate metrics across multiple runs within a session using SessionMetrics. | | [Session Summary Metrics](/examples/agents/advanced/session-summary-metrics) | Track session summary model token usage under the session\_summary\_model detail key. | | [Streaming Metrics](/examples/agents/advanced/streaming-metrics) | Capture metrics from streaming responses using yield\_run\_output=True. | | [Tool Call Metrics](/examples/agents/advanced/tool-call-metrics) | Track tool execution timing with ToolCallMetrics on each ToolExecution. | | [Background Execution Metrics](/examples/agents/advanced/background-execution-metrics) | Track metrics for background (async) agent runs with full token and model details. | | [Reasoning Agent Events](/examples/agents/advanced/reasoning-agent-events) | Stream reasoning\_started, reasoning\_step, and reasoning\_completed events from a reasoning-enabled agent run. | | [Retries](/examples/agents/advanced/retries) | Example demonstrating how to set up retries with an Agent. | | [Tool Call Compression](/examples/agents/advanced/tool-call-compression) | Compress tool call history to reduce context size. | | [Learning Machine](/examples/agents/memory-and-learning/learning-machine) | Create agents that learn and improve from interactions over time. | | [Memory Manager](/examples/agents/memory-and-learning/memory-manager) | Use a MemoryManager to give agents persistent memory across sessions. | | [Basic Reasoning](/examples/agents/reasoning/basic-reasoning) | Add chain-of-thought reasoning capabilities to agents. | | [Reasoning With Model](/examples/agents/reasoning/reasoning-with-model) | Use a separate reasoning model with configurable step limits. | | [Basic Skills](/examples/agents/skills/basic-skills) | Load skills from a local directory with LocalSkills and use them in a code review agent. | | [Check Style](/examples/agents/skills/sample-skills/code-review/scripts/check-style) | Check Python code for style issues. | | [Commit Message](/examples/agents/skills/sample-skills/git-workflow/scripts/commit-message) | Validate or generate conventional commit messages. | | [SSE Reconnection](/examples/agents/advanced/sse-reconnect) | Reconnect to a background agent stream after disconnection using the /resume endpoint. | | [Cancel Run Persistence](/examples/agents/advanced/agent-run-cancel-persistence) | Cancel an agent run mid-stream and verify that partial content and messages are preserved in the database. | | [Combined Metrics](/examples/agents/advanced/combined-metrics) | Inspect per-model metrics detail keys and session-level metrics for an agent using reasoning, compression, memory, culture, summary, and eval models. | | [Interchange Model: All 5 Providers](/examples/agents/advanced/interchange-model/all-providers) | Cycles through OpenAI Chat, OpenAI Responses, Claude, Gemini, and AWS Claude. | | [Claude Gemini](/examples/agents/advanced/interchange-model/claude-gemini) | Switch a single agent between Claude and Gemini mid-conversation with shared Postgres history. | | [OpenAI Chat Responses](/examples/agents/advanced/interchange-model/openai-chat-responses) | Alternate one agent between OpenAIChat and OpenAIResponses mid-session over shared Postgres history. | | [OpenAI Claude](/examples/agents/advanced/interchange-model/openai-claude) | Swap a single agent between GPT-4o and Claude mid-session with tool-call history stored in Postgres. | | [OpenAI Gemini](/examples/agents/advanced/interchange-model/openai-gemini) | Move one conversation between GPT-4o and Gemini across turns with history persisted in Postgres. | | [Metrics](/examples/agents/advanced/metrics) | Inspect per-message, run, and session metrics after a YFinance tool call on a Postgres-backed agent. |