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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