---
title: "Strategy Development Manager - Air Market"
description: "You read a paper or a research report with an idea in it, and the gap between reading it and knowing whether it works is all the tedious part. This takes the idea through to a factor or strategy, run…"
canonical: "https://airmarket.ai/app/strategy-dev-manager"
---

[Air Market](/) / [Finance](/category/finance) / Strategy Development Manager

Skill by [✨Data Intelligence Lab@HKU✨](/@hkuds)

# Strategy Development Manager

Turn a paper you read into a strategy you have actually tested

## What this does

You read a paper or a research report with an idea in it, and the gap between reading it and knowing whether it works is all the tedious part. This takes the idea through to a factor or strategy, runs the backtest for you, keeps what survives, and watches for it fading over time. Reach for it when your reading list is longer than your tested-ideas list.

### Top 3 things it does for you

- Turn a research paper into a testable factor
- Backtest a strategy idea without wiring it up yourself
- Keep your validated strategies on hand

## Information

**Strategy Development Manager at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [✨Data Intelligence Lab@HKU✨](/@hkuds) |
| Category | [Finance](/category/finance) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 56 KB |
| Licence | MIT |
| Repository | [HKUDS/Vibe-Trading](https://github.com/HKUDS/Vibe-Trading/tree/462015672097feae4d5e111a8829c0ad620b8ff2/agent/src/skills/strategy-dev-manager) |
| GitHub stars | 31,624 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Strategy Development Manager and flagged nothing. AIR's verdict: **safe**.

**What Strategy Development Manager's check was run against**

|  |  |
| --- | --- |
| Commit | 462015672097feae4d5e111a8829c0ad620b8ff2 |
| Content hash | ed6bc5e0b8823ed35f3df3a2e210515b5f0475abe5e4099d8f99a8df98a978a1 |
| Files read | [Browse the files at this exact commit](https://github.com/HKUDS/Vibe-Trading/blob/462015672097feae4d5e111a8829c0ad620b8ff2/agent/src/skills/strategy-dev-manager/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Strategy Development Manager](/security/strategy-dev-manager)

## About Strategy Development Manager

A strategy development manager that takes academic papers and research reports and converts them into validated factors and strategies.

Backtesting is automated, what you validate is stored persistently, and decay is monitored over time.

## What's inside

- SKILL.md - instructions
- examples.md - reference
- references/decay_thresholds.md - reference
- references/scheduled_decay_scan.md - reference
- references/strategy_extraction_guide.md - reference
- references/strategy_metrics.md - reference
- templates/decay_report.md - reference
- templates/factor_signal_engine.py - script
- templates/strategy_signal_engine.py - script

## Questions

### Is Strategy Development Manager safe to install?

AIR scanned this exact version of Strategy Development Manager and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 462015672097, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/strategy-dev-manager.

### How do I install Strategy Development Manager?

Open https://airmarket.ai/app/strategy-dev-manager on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/HKUDS/Vibe-Trading/tree/462015672097feae4d5e111a8829c0ad620b8ff2/agent/src/skills/strategy-dev-manager. Install from that link, not the branch.

## Related on Air Market

- [More Finance listings](/category/finance)
- [Everything by ✨Data Intelligence Lab@HKU✨](/@hkuds)

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Canonical URL: <https://airmarket.ai/app/strategy-dev-manager>