Enhance Context
Transform basic AI into informed intelligence. Add real-time information to your model.Use it when foundation models fail without specific information and good prompting can't fix missing information. Three triggers:
Recent events beyond knowledge cutoff
User data not in training
Company knowledge unavailable publicly
Context Construction Flow
Intercept user query
Retrieve relevant information
Combine query with context
Send enriched prompt
Agentic Patterns
Advanced context enables agentic behaviour. Models use tools actively.
Planning
Agentic systems decide action sequences:
Understand user intent
Select appropriate tools
Execute multi-step processes
Correct errors through reflection
Tool Categories
Knowledge:
External data access
Real-time retrieval
Proprietary databases
Capability:
Math calculations
Code execution
Specialised processing
Write Actions:
Submit enquiries
Book appointments
Send emails
Confirm purchase
Iteration
1: Basic Retrieval
Term-based document search
Internal knowledge bases
File upload capabilities
2: Advanced Retrieval (Read Only)
Embedding-based search
Real-time data sources
Context relevance
3: Tool Integration (Read Only)
Read-only external APIs
Calculation tools
Multi-step workflows
4: Agentic Capabilities
Planning mechanisms
Enable write actions (carefully) ❗❗❗
Reflection and error correction
This is an important step to make your AI system more intelligent. We should put lots of effort to make it work.
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