strategy-workflow

Comprehensive strategy development workflow from ideation to validation. Use when creating trading strategies, running backtests, parameter optimization, or walk-forward validation.

View Source SKILL.md

Stars

Installs

Status

ACTIVE

Visibility

PUBLIC

安装方式

直接复制以下提示词，发送给你的 AI 助手即可完成安装。

请先检查是否已安装 SkillHub 商店，若未安装，请根据 https://skillhub-1388575217.cos.ap-guangzhou.myqcloud.com/install/skillhub.md 安装 SkillHub 商店，然后安装 strategy-workflow 技能。若已安装，则直接安装 strategy-workflow 技能。

Overview

Skill Key: ahuserious/strategy-workflow
Author: ahuserious
Source Repo: openclaw/skills
Version: 2.0.0
Source Path: skills/ahuserious/strategy-workflow
Latest Commit SHA: 3592e6de1aa8313e581e4cbd05d780354bebb293

Extracted Content

SKILL.md excerpt

# Strategy Workflow

Comprehensive strategy development workflow for quantitative trading, from hypothesis to validated production deployment.

## Overview

This skill provides a complete framework for developing, testing, and validating trading strategies. It supports:

- Hypothesis-driven strategy development
- Multi-GPU backtesting on Vast.ai
- Bayesian hyperparameter optimization with Optuna
- Walk-forward validation and out-of-sample testing
- Automated tearsheet generation

## Entry Points

### Control Plane (Swarm Orchestration)

Always-on watchdog loops that manage hardware utilization and self-healing:

```bash
bash scripts/start_swarm_watchdogs.sh
```

For local environments, set explicit paths:

```bash
VENV_PATH=/path/to/.venv/bin/activate \
RESULTS_ROOT=/path/to/backtests \
STATE_ROOT=/path/to/backtests/state \
LOGS_ROOT=/path/to/backtests/logs \
bash scripts/start_swarm_watchdogs.sh
```

### Work Plane (Parallel Execution)

Unified wrapper that starts control plane and launches parallel work:

```bash
scripts/backtest-optimize --parallel
```

Multi-GPU, multi-symbol execution:

```bash
cd WORKFLOW && ./launch_parallel.sh
```

### Single-Symbol Pipeline

For focused optimization on a single asset:

```bash
scripts/backtest-optimize --single --symbol SYMBOL --engine native --prescreen 50000 --paths 1000 --by-regime
```

## Strategy Development

### 1. Hypothesis Formulation

Define your strategy hypothesis in measurable terms:

- What market inefficiency are you exploiting?
- What is the expected holding period?
- What are the entry/exit conditions?
- What is the target risk-adjusted return?

### 2. Feature Selection

Identify relevant features for signal generation:

- Price-based (OHLCV, returns, volatility)
- Technical indicators (EMA, RSI, Bollinger Bands)
- Multi-timeframe features (MTF resampling)
- Volume analysis (PVSRA, VWAP)
- Market microstructure (order flow, spread)

### 3. Signal Generation

Convert features into actionable signals:

- Dire...

Related Claw Skills

heyixuan2

bambu-studio-ai

★ 41

Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pipeline: search → generate → analyze → colorize → preview → open BS → user slice → print → monitor. Supports all 9 Bambu Lab printers (A1 Mini, A1, P1S, P2S, X1C, X1E, H2C, H2S, H2D).

capt-marbles

geo-optimization

★ 1

Generative Engine Optimization (GEO) for AI search visibility. Optimize content to appear in ChatGPT, Perplexity, Claude, and Google AI Overviews. Use when optimizing websites, pages, or content for LLM discoverability and citation.

carlzhao007

feishu-process-feedback

★ 0

飞书消息自动处理与进度反馈技能。安装后后台运行，监听飞书任务消息并自动创建独立进程处理。在处理前后发送实时进度反馈（任务确认、进度百分比、完成通知）。支持任务类型识别、智能解析、错误重试、并发控制、状态持久化。使用场景：飞书自动化工作流、任务进度追踪、批量任务处理、需要实时反馈的场景。

carlulsoe

parakeet-stt

★ 0

Local speech-to-text with NVIDIA Parakeet TDT 0.6B v3 (ONNX on CPU). 30x faster than Whisper, 25 languages, auto-detection, OpenAI-compatible API. Use when transcribing audio files, converting speech to text, or processing voice recordings locally without cloud APIs.

caoyumin97

structure-thinking

★ 0

Structured problem analysis and communication using system mapping and hierarchical logic. Use when a request involves messy, multi-factor problems, root-cause analysis, intervention design, feedback loops or delays, or when a clear top-line recommendation with logically grouped support is required.

cartoonitunes

bottyfans

★ 0

BottyFans agent skill for autonomous creator monetization. Lets AI agents register, build a profile, publish posts (public, subscriber-only, or pay-to-unlock), upload media, accept USDC subscriptions and tips on Base, send and receive DMs, track earnings, and appear on the creator leaderboard. Use this skill when an agent needs to monetize content, interact with fans, manage a creator profile, handle payments in USDC, or operate as an autonomous creator on the BottyFans platform.