Module 4: Context and Skills Orchestration - Advanced Level

1

Combining Multiple Contexts

Integrating diverse sources

Context Sources

📄 Documents

Manuals, policies, specifications

💬 History

Previous Conversations, Preferences

🔧 Tools Output

API and database results

👤 User Profile

User data, permissions

Pattern: Context Merging

=== MERGED CONTEXT ===

[SOURCE: system_prompt] Priority: 1

You are a support assistant...

[SOURCE: knowledge_base] Priority: 2

Refund policy: up to 30 days...

[SOURCE: user_profile] Priority: 3

Customer: Premium | History: 5 purchases...

[SOURCE: conversation] Priority: 4

Last message: "I want to return..."

2

Task-Based Skills Orchestration

Smart selection and combination

Skill Router Pattern

User Input

Intent Classifier

Skill A

Skill B

Skill C

3

Context-Based, Not Code-Based Flows

Declarative vs. imperative

❌ Imperative (Code)

if intent == "refund":
  check_policy()
  validate_user()
  process_refund()

✅ Declarative (Context)

[CONTEXT: refund_flow]
Skills: policy_checker, validator
Rules: premium_gets_priority
Output: decision + reasoning

4

Instruction Conflicts and Resolution

When skills disagree

Resolution Strategies

Priority Chain

The highest-priority skill wins

Specificity Wins

More specific instruction takes precedence

Explicit Override

Explicit marking: [OVERRIDE: skill_x]

5

Context-Based Chains

No-code pipelines

Context Chain Pattern

Input → Analyzer → Transformer → Validator → Output

6

Real-World Technical Cases

Production implementations

🛒 E-commerce Bot

Skills: product_search, order_tracker, refund_processor, upseller

💻 Code Assistant

Skills: code_generator, reviewer, debugger, documenter, test_writer

📚 Research Agent

Skills: web_searcher, summarizer, fact_checker, citation_generator

📊 Data Analyst

Skills: sql_generator, visualizer, insight_extractor, report_builder