AI Coach Example

User: "I'm stressed about the project deadline"
Coach: "What deadline are you referring to?"
User: "...the one I've told you about for the past 3 weeks"

# User opens the app
context = await persona.get_context(user_id, "coaching session")

# Coach knows immediately:
# - Active goal: "Ship auth feature by Friday"
# - Psyche: "Works best in morning, struggles after lunch"
# - Recent episode: "Felt overwhelmed yesterday, couldn't focus"

response = coach_llm(
    user_message,
    system=f"You're a productivity coach. Context: {context}"
)

async def log_session(user_id: str, messages: list):
    transcript = "\n".join([
        f"{m['role']}: {m['content']}" 
        for m in messages
    ])
    
    await persona.ingest(
        user_id=user_id,
        content=transcript,
        source_type="coaching_session"
    )

async def get_coach_response(user_id: str, user_message: str):
    # Get full context
    context = await persona.rag_query(
        user_id=user_id,
        query=f"relevant context for: {user_message}"
    )
    
    # Generate personalized response
    response = await llm.chat([
        {"role": "system", "content": f"""
You're a personalized productivity coach.

{context}

Use this context naturally. Reference specific things 
the user has mentioned before. Acknowledge their patterns.
Don't be creepy about it - weave it in naturally.
"""},
        {"role": "user", "content": user_message}
    ])
    
    return response

async def get_weekly_summary(user_id: str):
    return await persona.ask(
        user_id=user_id,
        query="Weekly progress summary",
        output_schema={
            "goals_progressed": ["goal description"],
            "blockers_identified": ["blocker"],
            "patterns_observed": ["pattern"],
            "suggested_focus": "string"
        }
    )

User: "I can't focus today"

Coach: "Here are 5 tips for improving focus:
        1. Take breaks...
        2. Minimize distractions..."

(Generic advice anyone could give)

User: "I can't focus today"

Coach: "Is it the afternoon slump again? I've noticed you 
        mentioned this a few times — you seem to consistently 
        lose steam after lunch. 
        
        Last week you tried doing creative work in the morning 
        and admin tasks after lunch. That seemed to work well 
        for the presentation you finished. Worth trying that 
        pattern again?"

(Specific, evidence-based, personalized)