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Full-Stack Development & Application Building

Build a Document Q&A Prototype with Source References

Sample documents par answer prototype with references aur unknown-answer handling.

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Ajay Prajapat

Suggested mentor

Ajay Prajapat

AI Systems Architect

15+ years of experience · Ex-Apple

About mentor & skills Visit site
TechlyUpFULL-STACK DEVELOPMENT & APPLICATION BU…Build a DocumentQ&A Prototypewith SourceReferencesFREE WEBINAR TOPIC · VOTE
Ajay Prajapat, AI Systems Architect

innovatewithajay.com

About the suggested mentor

Ajay Prajapat

AI Systems Architect

  • 15+ years of experience
  • Ex-Apple

AI Systems Architect with 15+ years of experience, including building production GenAI systems — RAG pipelines, AI agents, prompt engineering and GenAI architecture. His sessions are hands-on: expect real workflows, live builds and honest trade-offs, not slideware.

Skills & expertise

  • AI-assisted Development
  • Full-stack Development
  • AI Agents
  • RAG & MCP
  • System Design
  • Project Reviews
  • Prompt Engineering
  • GenAI Architecture

A suggested match for this topic. The trainer and session details will be confirmed when the webinar is scheduled.

View mentor profile Visit innovatewithajay.com

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What this session would cover

Proposed outline — the mentor finalises the agenda once this topic is scheduled.

  1. 1Scope: which documents and which questions
  2. 2Loading and chunking documents
  3. 3Retrieval and answer generation
  4. 4Showing source references with each answer
  5. 5Handling questions the documents can't answer
  6. 6Testing accuracy

Who it's for

  • • Developers exploring RAG
  • • Technical learners

You'd leave with

  • A prototype design
  • A source-referencing pattern
  • A testing approach

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