Recipes

Recipes index

Production-ready patterns for common AI workflows. Each recipe is a self-contained guide with code, configuration, and deployment notes.

Chatbot Full Example

End-to-end conversational agent with context memory, streaming responses, and multi-turn dialogue management.

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Agent Recipe

Build autonomous agents that plan, use tools, and execute multi-step workflows with structured output.

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RAG Recipe

Retrieval-augmented generation pipeline: chunk documents, embed, index, and query with grounded citations.

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Customer Support

Triage tickets, suggest knowledge-base articles, and draft responses using your existing help center content.

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Email Assistant

Classify, summarize, and draft replies for inbound email — tone-aware and contextually accurate.

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Data Extraction

Pull structured fields from unstructured text: invoices, resumes, contracts, and forms with schema validation.

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PDF Q&A

Upload PDFs and ask questions against them. Combines layout-aware parsing with semantic retrieval.

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Meeting Notes

Transcribe, summarize, and extract action items from meeting recordings or raw transcripts.

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Semantic Search

Embedding-based search over your corpus — find semantically relevant results beyond keyword matching.

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Personalization

Tailor model behavior per user: preference profiles, interaction history, and adaptive tone.

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Marketing Copy

Generate ad copy, landing pages, and email campaigns aligned to brand voice and conversion goals.

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Translate Pipeline

Batch translation with glossary support, format preservation, and post-editing quality checks.

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SQL Assistant

Natural language to SQL with schema awareness, query validation, and result explanation.

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Code Generator

Generate, refactor, and explain code across languages with test generation and style consistency.

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Research Assistant

Literature review, source summarization, and citation-grounded report generation.

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Tutor Agent

Adaptive learning companion: explain concepts, quiz, and adjust difficulty based on performance.

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Lead Enrichment

Enrich CRM leads with firmographic data, intent signals, and personalized outreach suggestions.

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Resume Screener

Parse, score, and rank resumes against job descriptions with bias-aware evaluation criteria.

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Compliance Check

Audit documents and communications against regulatory frameworks with flagged violations and remediation.

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Image Classifier

Classify, tag, and route images using vision models — moderation, categorization, and OCR extraction.

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