PHASE 5 — DASHBOARD UI (RESEARCH INTERFACE LAYER)

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🎯 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.