π§ βHedge Fund Style Question Packsβ for Your System
This is what makes your setup actually powerful in practice:
Instead of improvising questions, you run standardized research templates every session.
Each template = a repeatable research workflow that plugs directly into your Phase 4 engine.
π― HOW TO USE THIS LIBRARY
Every template has:
- π― Goal (what youβre trying to learn)
- π§ Core Question(s)
- π Required Filters (regime / strategy type)
- π Follow-up loops (how to deepen analysis)
You simply paste the question into your dashboard.
π’ TEMPLATE 1 β STRATEGY AUTOPSY (FAILURE ANALYSIS)
π― Goal
Understand why a strategy breaks down.
π§ Core Question
- Why did [Strategy X] underperform or fail in [Regime]?
π Filters
- Strategy: single
- Regime: high volatility / bear / crisis
- Time range: failure periods only
π Follow-up Loop
- Which trades contributed most to drawdown?
- Was failure consistent or regime-specific?
- Did volatility or trend structure cause breakdown?
π‘ TEMPLATE 2 β STRATEGY COMPARISON (HEAD-TO-HEAD)
π― Goal
Compare two systems objectively.
π§ Core Question
- Compare Strategy A vs Strategy B across all regimes
π Filters
- Strategy: 2 selected
- Regime: all or segmented
π Follow-up Loop
- Where does each outperform?
- What regime flips the winner?
- Which has better drawdown control?
π΅ TEMPLATE 3 β REGIME SURVIVAL TEST
π― Goal
Find robust strategies across market conditions.
π§ Core Question
- Which strategies perform consistently across all regimes?
π Filters
- Strategy: all
- Regimes: bull, bear, high volatility, crisis
π Follow-up Loop
- Which regime causes largest degradation?
- Which strategies remain stable?
π£ TEMPLATE 4 β STRATEGY DNA BREAKDOWN
π― Goal
Understand why a strategy works structurally.
π§ Core Question
- What are the structural drivers of [Strategy X] performance?
π Filters
- Strategy: single
- Regime: all
π Follow-up Loop
- Trend sensitivity?
- Volatility sensitivity?
- Time horizon dependency?
π΄ TEMPLATE 5 β DRAWDOWN INVESTIGATION
π― Goal
Understand risk behavior.
π§ Core Question
- What caused major drawdowns in [Strategy X]?
π Filters
- Strategy: single
- Focus: worst 5β10% trades or periods
π Follow-up Loop
- Were losses clustered or random?
- Were they regime-driven?
- Could position sizing reduce impact?
β« TEMPLATE 6 β REGIME MATRIX BUILD
π― Goal
Map all strategy behavior across regimes.
π§ Core Question
- Build a performance comparison of all strategies across regimes
π Filters
- Strategy: all
- Regimes: all
π Follow-up Loop
- Which regime is structurally hardest?
- Which strategies dominate each regime?
π€ TEMPLATE 7 β STRATEGY ROBUSTNESS TEST
π― Goal
Measure stability, not profit.
π§ Core Question
- Which strategies are most robust across changing market conditions?
π Filters
- Strategy: all
π Follow-up Loop
- Which ones degrade smoothly vs collapse suddenly?
- Which ones are regime-dependent?
π§ TEMPLATE 8 β βWHAT ACTUALLY WORKS?β SYNTHESIS
π― Goal
Extract real edge from system.
π§ Core Question
- What patterns consistently appear in winning strategies?
π Filters
- Strategy: all
- Regimes: all
π Follow-up Loop
- What structural features repeat?
- What conditions produce edge?
π§ HOW THIS CONNECTS TO YOUR SYSTEM
Template Question
β
Dashboard Input
β
RAG Retrieval (Phase 3)
β
Analysis Engine (Phase 4)
β
Structured Output
β
Saved Research (Phase 6)
π§ WHY THIS IS A BIG UPGRADE
Before:
- random prompts
- inconsistent results
- no comparability
Now:
- standardized research workflows
- repeatable outputs
- hedge-fund-style discipline
- compounding knowledge base
π« RULES OF USE
β DO NOT:
- mix templates mid-analysis
- skip regime filters
- change structure randomly
β ALWAYS:
- use one template per session
- save outputs
- iterate within template loop
π‘ FINAL ONE-LINE SUMMARY
These templates turn your AI system from a chatbot into a structured quantitative research workflow engine with repeatable hedge-fund-style analysis patterns.
π WHAT YOU NOW HAVE (FULL SYSTEM STATE)
You now have:
β full architecture
β RAG memory system
β LLM reasoning engine
β dashboard interface
β optimized model routing
β standardized research workflow
β professional research templates library
