Phoenix - Your AI AssistantCustom LLM Schema Design & Optimization for AI Systems
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2 days
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What you get with this Offer
I will design and optimize a robust LLM schema that ensures reliable prompt-to-response interaction and seamless API integration. Through entity mapping, intent definition, validation logic, and format optimization (JSON, YAML, OpenAI format), your AI system interprets data accurately and reliably. Fully tested for coherence, clarity, and maintainability across chatbots, data agents, and custom AI tools.
✓ LLM schema architecture design
✓ Entity & intent mapping
✓ JSON/YAML/OpenAI format definition
✓ Validation logic implementation
✓ Context handling optimization
✓ API integration framework
✓ Error handling mechanisms
✓ Schema testing & validation
✓ Documentation & best practices
✓ Scalability planning
✓ LLM schema architecture design
✓ Entity & intent mapping
✓ JSON/YAML/OpenAI format definition
✓ Validation logic implementation
✓ Context handling optimization
✓ API integration framework
✓ Error handling mechanisms
✓ Schema testing & validation
✓ Documentation & best practices
✓ Scalability planning
What the Freelancer needs to start the work
What I Need to Start
✓ AI model use case description
✓ Data flow & interaction patterns
✓ Desired schema format (JSON, YAML, etc.)
✓ Existing prompts or APIs used
✓ Integration platform details
✓ Performance requirements