Individual skill

strategy-dev-manager

Strategy Development Manager: convert academic papers and research reports into validated factors and strategies with automated backtesting, persistent storage, and decay monitoring.

agent/src/skills/strategy-dev-manager/SKILL.md

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Last checked: Nov 9, 2026

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Repository stars (not skill ratings): 37,966
Repository last updated: Nov 8, 2026
License: MIT

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backtesting Repository topic
multi-agent Repository topic
quantitative-finance Repository topic
trading Repository topic
ai-agent Repository topic
algorithmic-trading Repository topic
fintech Repository topic
llm Repository topic
mcp Repository topic
python Repository topic
research Derived category

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SKILL.mdcore · 12,970 bytes
SKILL.mdcore · 12,970 bytes
SKILL.mdcore · 12,970 bytes
examples.mddoc · 7,859 bytes
references/decay_thresholds.mddoc · 1,914 bytes
references/scheduled_decay_scan.mddoc · 7,617 bytes
references/strategy_extraction_guide.mddoc · 11,470 bytes
references/strategy_metrics.mddoc · 9,683 bytes
templates/decay_report.mddoc · 805 bytes
templates/factor_signal_engine.pyruns · 2,735 bytes
templates/strategy_signal_engine.pyruns · 3,195 bytes

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# Strategy Development Manager

## Purpose

SDM orchestrates the full lifecycle from academic paper or research report to validated factor or strategy. It ingests documents, extracts quantitative signals, implements and backtests them through the existing tool chain, evaluates results against statistical thresholds, and monitors long-term decay. SDM does not reinvent any step. It delegates to the tools already available (read_document, factor_analysis, backtest, alpha_bench, and the hypothesis/autopilot stack) and adds a thin coordination layer with persistent artifact tracking.

Use this skill whenever a user wants to go from "here is a paper" to "I have a working, monitored factor or strategy in the system."

## When to Use

Decision tree for routing user requests:

- User provides a paper or report path → **Phase 1: INGEST**
- User says "extract factors from this paper" → **Phase 2: EXTRACT**