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Complete retrieval-augmented generation pipeline with document ingestion, chunking strategies, vector store integration, and evaluation.

Prompt template library, chain-of-thought patterns, few-shot examples, prompt versioning system, and A/B testing framework.

Multi-agent orchestration system with tool calling, memory management, planning loops, and human-in-the-loop patterns.

Setup guides for Pinecone, Weaviate, ChromaDB, and pgvector with indexing strategies, hybrid search, and benchmarking scripts.

Automated evaluation harnesses, custom metrics, human feedback collection, regression testing, and quality monitoring dashboards.

LoRA/QLoRA fine-tuning scripts, dataset preparation tools, training monitoring, model merging, and deployment automation.

Input/output filtering, toxicity detection, PII redaction, hallucination detection, and content policy enforcement scripts.

Token usage tracking, model routing for cost/quality tradeoffs, caching strategies, batch processing, and budget alerting.

Chatbot frameworks with context management, multi-turn conversation handling, intent classification, and escalation workflows.

PDF/document parsing pipelines, OCR integration, table extraction, summarization chains, and structured data extraction.

Unified API for multiple LLM providers, rate limiting, fallback routing, response caching, and usage analytics dashboard.

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