# production-agentic-rag-course | jamwithai | Knowledge Base | Instagit

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Repository: https://github.com/jamwithai/production-agentic-rag-course

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## Articles

### [How to Implement Async Telegram Bot Operations with Error Handling](/jamwithai/production-agentic-rag-course/how-to-implement-async-telegram-bot-operations-error-handling)

Learn to implement async Telegram bot operations with robust error handling using python-telegram-bot. Explore exception handling and lifecycle management.

- Tags: how-to-guide
- Published: 2026-03-23

### [Performance of Hybrid Search vs BM25‑only Search: Latency Benchmarks and Trade‑offs](/jamwithai/production-agentic-rag-course/performance-hybrid-search-vs-bm25-only-search)

Compare hybrid search with BM25-only search. Discover latency benchmarks and trade-offs for production RAG systems. Optimize your semantic search performance.

- Tags: performance
- Published: 2026-03-23

### [How the ArXiv Client Handles Rate Limiting and Retries: A Production-Grade Implementation](/jamwithai/production-agentic-rag-course/how-arxiv-client-handles-rate-limiting-retries)

Discover how the ArXiv client manages rate limiting with a 3-second delay and implements linear back-off retries for robust PDF downloads. Learn about production-grade handling of API requests and network failures.

- Tags: how-to-guide
- Published: 2026-03-23

### [Best Practices for Deploying a RAG System with Docker Compose: Production-Ready Patterns](/jamwithai/production-agentic-rag-course/best-practices-deploying-rag-system-docker-compose)

Deploy a production-ready RAG system using Docker Compose. Learn best practices for loosely-coupled services, health checks, and environment configuration for seamless deployment.

- Tags: best-practices
- Published: 2026-03-23

### [How to Add a Custom Tool to a LangGraph Agent Workflow: Complete Implementation Guide](/jamwithai/production-agentic-rag-course/how-to-add-custom-tool-langgraph-agent-workflow)

Learn to add custom tools to your LangGraph agent workflow. This guide covers defining functions, registering them in ToolNode, and handling tool calls for seamless integration.

- Tags: how-to-guide
- Published: 2026-03-23

### [Data Flow from arXiv to OpenSearch Indexing: A Production RAG Pipeline Deep Dive](/jamwithai/production-agentic-rag-course/data-flow-arxiv-to-opensearch-indexing)

Understand the data flow from arXiv to OpenSearch indexing in a production RAG pipeline. Learn about PDF parsing, chunking, embedding generation with Jina AI, and OpenSearch hybrid indexing.

- Tags: deep-dive
- Published: 2026-03-23

### [How to Debug and Trace LangGraph Workflow Execution in Production RAG Systems](/jamwithai/production-agentic-rag-course/how-to-debug-trace-langgraph-workflow-execution)

Debug and trace LangGraph workflow execution in production RAG systems. Visualize graphs, use Langfuse, inspect states, and leverage structured logging for seamless observability. Improve your AI agent performance.

- Tags: how-to-guide
- Published: 2026-03-23

### [Environment Variables Required for Each Service in the Production Agentic RAG Course](/jamwithai/production-agentic-rag-course/required-environment-variables-for-each-service)

Discover the essential environment variables needed for each service in the production Agentic RAG course. Learn how Pydantic settings manage your configurations effectively.

- Tags: how-to-guide
- Published: 2026-03-23

### [How to Configure an RRF Search Pipeline in OpenSearch for Hybrid Search](/jamwithai/production-agentic-rag-course/how-to-configure-rrf-search-pipeline-opensearch-hybrid-search)

Learn to configure an RRF search pipeline in OpenSearch for hybrid search. Fuse BM25 and vector results effectively using the score ranker processor and the search pipeline API.

- Tags: how-to-guide
- Published: 2026-03-23

### [Streaming vs Non-Streaming RAG Response Modes: A Production Implementation Guide](/jamwithai/production-agentic-rag-course/difference-streaming-non-streaming-rag-response-modes)

Understand streaming vs non-streaming RAG response modes for production. Learn how to implement RAG effectively with incremental text or complete JSON payloads for better user experiences.

- Tags: deep-dive
- Published: 2026-03-23

### [How Document Grading Evaluates Semantic Relevance in Agentic RAG](/jamwithai/production-agentic-rag-course/how-document-grading-evaluates-semantic-relevance-agentic-rag)

Discover how document grading in agentic RAG uses structured LLM prompts for binary relevance scoring, optimizing your workflow for accurate answers or query refinement.

- Tags: deep-dive
- Published: 2026-03-23

### [Guardrail Node Out-of-Domain Detection Mechanism in Production RAG](/jamwithai/production-agentic-rag-course/guardrail-node-out-of-domain-detection-mechanism)

Learn how the Guardrail node detects out-of-domain queries in production RAG. It uses an LLM to score relevance against a configurable threshold for AI research domain adherence.

- Tags: internals
- Published: 2026-03-23

### [How the Query Rewriting Node Improves RAG Retrieval in LangGraph](/jamwithai/production-agentic-rag-course/how-query-rewriting-node-improves-rag-retrieval)

Optimize RAG retrieval with the query rewriting node. This LangGraph component refines vague questions using LLMs, enhancing document relevance and answer accuracy for better RAG pipelines.

- Tags: deep-dive
- Published: 2026-03-23

### [OpenSearch Index Mapping for Hybrid Search: BM25 + Vector Implementation](/jamwithai/production-agentic-rag-course/opensearch-index-mapping-hybrid-search)

Discover the OpenSearch index mapping for hybrid search. Learn how to combine BM25 lexical search with vector similarity using HNSW and RRF for unified scoring in your applications.

- Tags: how-to-guide
- Published: 2026-03-23

### [How to Configure Jina AI Embeddings with Fallback Strategies in Production RAG Systems](/jamwithai/production-agentic-rag-course/how-to-configure-jina-ai-embeddings-fallback-strategies)

Master Jina AI embeddings and learn how to configure fallback strategies for robust RAG systems. Ensure seamless retrieval with max retries and graceful system responses.

- Tags: how-to-guide
- Published: 2026-03-23

### [Production Agentic RAG Course API Endpoints and Their Schemas: Complete Reference](/jamwithai/production-agentic-rag-course/available-api-endpoints-schemas)

Explore the production Agentic RAG Course API endpoints and schemas. This reference details six REST endpoints with strict Pydantic validation for your development needs.

- Tags: api-reference
- Published: 2026-03-23

### [How the TextChunker Implements Section-Based Chunking with Overlap](/jamwithai/production-agentic-rag-course/how-text-chunker-implements-section-based-chunking-overlap)

Discover how the TextChunker implements section-based chunking with overlap. Learn to preserve document boundaries and optimize text segmentation for RAG.

- Tags: internals
- Published: 2026-03-23

### [How to Customize Ollama Model and Temperature Settings in the Agentic RAG Pipeline](/jamwithai/production-agentic-rag-course/how-to-customize-ollama-model-temperature-settings-rag-pipeline)

Customize Ollama model and temperature settings in your RAG pipeline. Learn how to adjust global, service-wide, and per-request configurations for optimal results.

- Tags: how-to-guide
- Published: 2026-03-23

### [Redis Caching Strategy and Cache Key Generation in Production Agentic RAG](/jamwithai/production-agentic-rag-course/what-is-redis-caching-strategy-how-cache-keys-generated)

Learn the Redis caching strategy with deterministic SHA-256 hash keys in production agentic RAG. Achieve O(1) lookups for identical RAG queries with this TTL-based approach.

- Tags: deep-dive
- Published: 2026-03-23

### [How to Set Up Langfuse Tracing with v3 SDK for RAG Pipeline Observability](/jamwithai/production-agentic-rag-course/how-to-set-up-langfuse-tracing-v3-sdk-rag-pipeline-observability)

Learn to set up Langfuse tracing with the v3 SDK for RAG pipeline observability. Enhance your application's visibility and debug complex workflows efficiently.

- Tags: how-to-guide
- Published: 2026-03-23

### [Telegram Bot LangGraph Integration for Mobile Access: Architecture and Implementation Guide](/jamwithai/production-agentic-rag-course/how-telegram-bot-integrates-langgraph-mobile-access)

Learn how to integrate your Telegram bot with LangGraph for mobile access. Understand the architecture and implementation of a lightweight RAG pipeline powered by FastAPI.

- Tags: architecture
- Published: 2026-03-23

### [Difference Between Standard `/api/v1/ask` and Agentic RAG Endpoints](/jamwithai/production-agentic-rag-course/difference-between-api-v1-ask-and-agentic-rag-endpoints)

Understand the difference between /api/v1/ask and agentic RAG endpoints. Discover how agentic RAG uses multi-step workflows for advanced retrieval and generation.

- Tags: api-reference
- Published: 2026-03-23

### [How to Configure Guardrail Threshold and Max Retrieval Attempts in Agentic RAG](/jamwithai/production-agentic-rag-course/how-to-configure-guardrail-threshold-max-retrieval-attempts-agentic-rag)

Configure guardrail threshold and max retrieval attempts in Agentic RAG using GraphConfig. Control query scope and retrieval retries effortlessly for optimized performance. Learn how now.

- Tags: how-to-guide
- Published: 2026-03-23

### [How OpenSearch Hybrid Search Combines BM25 and Vector Search with RRF Fusion](/jamwithai/production-agentic-rag-course/how-opensearch-hybrid-search-combines-bm25-vector-search-rrf-fusion)

Discover how OpenSearch hybrid search fuses BM25 and vector search with RRF for superior relevance. Learn to combine keyword matching and semantic understanding for better search results.

- Tags: deep-dive
- Published: 2026-03-23