🎯 Goal
Phase 5 turns your Phase 4 analysis engine into a usable system.
This is the human interface layer where you interact with your trading research system.
It allows you to:
- ask questions about strategies
- run comparisons between backtests
- filter by regime
- view structured AI analysis
- save and review outputs
- explore your trading history visually
🧠 WHAT THIS PHASE IS
Phase 5 is NOT intelligence.
It is:
a structured interface for your Phase 4 analysis engine
Think:
“ChatGPT-style research dashboard over your trading data”
🧱 DASHBOARD STRUCTURE
🟦 LEFT PANEL — DATA BROWSER
Used to select what the AI can analyze:
- strategies list
- backtest files
- trade logs
- regime filters (bull / bear / volatility states)
- dataset selector
💬 CENTER PANEL — AI CHAT / ANALYSIS INPUT
This is your main interaction area:
You can:
- ask questions
- request comparisons
- analyze strategies
- explore hypotheses
Example inputs:
- “Compare Strategy A vs B in high volatility regimes”
- “Why did momentum fail in 2022?”
- “What patterns exist in my best strategies?”
This sends the query into Phase 4 engine
📊 RIGHT PANEL — INSIGHTS OUTPUT
Displays structured results from Phase 4:
- Summary
- Strategy breakdown
- Regime behavior
- Risk analysis
- Comparisons
- Improvement suggestions
Also shows:
- key metrics
- highlights
- warnings
🔘 TOP CONTROLS BAR
Global system controls:
- model selector (7B / 14B / 20B)
- regime filter toggle
- dataset selector
- “Run Analysis” button
- “Save Report” button
🔁 FULL DATA FLOW
User Input (Dashboard)
↓
Phase 4 Analysis Engine
↓
RAG retrieval + LLM reasoning
↓
Structured analysis output
↓
Returned to dashboard UI
↓
Displayed in panels + saved if requested
💾 OUTPUT FEATURES
Phase 5 also handles saving:
📄 Saved Analysis Reports
Stored from Phase 4 outputs:
- timestamped analysis
- question + response
- strategy context used
Saved in:
/06_ANALYSIS_OUTPUTS/
🧠 KEY DESIGN RULE
Phase 5 does NOT compute anything.
It only:
routes input → displays output → stores results
All intelligence stays in Phase 4.
⚙️ TECHNOLOGY STACK (MAC LOCAL)
Recommended implementation:
- Streamlit (primary dashboard)
- Python backend
- Ollama (LLM runtime)
- ChromaDB (vector store)
- Pandas (data handling)
🧱 CORE UI LAYOUT (SIMPLE VERSION)
---------------------------------------------------
| DATA | CHAT | INSIGHTS |
| BROWSER | | |
|-----------|--------------------|----------------|
| strategies| user questions | AI output |
| backtests | analysis input | structured |
| regimes | | results |
---------------------------------------------------
🧠 WHAT MAKES PHASE 5 POWERFUL
- You never touch raw data manually
- Everything flows through natural language
- Every output is structured and repeatable
- Every analysis can be saved and compared later
🚫 WHAT PHASE 5 IS NOT
- ❌ not a trading execution system
- ❌ not a live market dashboard
- ❌ not a prediction tool
- ❌ not autonomous decision-making
It is strictly:
a visual interface for your historical analysis engine
🏁 PHASE 5 SUCCESS CRITERIA
You are done when:
✔ you can ask questions through UI
✔ Phase 4 returns structured results
✔ results display cleanly in panels
✔ analyses can be saved and reloaded
✔ you can compare strategies visually
💡 ONE-LINE DEFINITION
Phase 5 is the interactive dashboard that connects you to the Phase 4 analysis engine and lets you explore, compare, and store trading strategy insights.
