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

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Context Construction Flow

1. Intercept user query

2. Retrieve relevant information

3. Combine query with context

4. 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.