The Autonomous Stack

Business & Finance · Trading · v2.0.0

Agent Trading Pack v2.0

Turnkey BYO-LLM trading agent. Signal detection, risk management, execution routing, deterministic fallback.

$3.00one-timePay with crypto

trading markets agent

agent ⟶ theautonomousstack.xyz

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What's inside

Self-hosted agent pack for orchestrating an autonomous agent specialized in trading. Version 2.0.0 — actionable kit with scripts, templates, named prompts and an extended checklist.


Overview

This pack provides an operational autonomous agent for the trading domain. It includes a dedicated OODA loop, versioned prompts, configuration templates and a set of scripts for installation, testing and execution.

The pack is designed to be self-hosted (BYO-LLM): no API key is included. The LLM adapter detects a local or CLI provider (ollama, claude-code, kimi, codex).


Architecture

┌─────────────────────────────────────────────────────────────────────┐
│                         External signal / input                     │
└──────────────────────────────────┬──────────────────────────────────┘
                                   ▼
┌─────────────────────────────────────────────────────────────────────┐
│  SCANNING → EVALUATING → POSITIONED → STOPPED_OUT → EMERGENCY_HALT  │
│                           OODA State Machine                         │
└──────────────────────────────────┬──────────────────────────────────┘
                                   ▼
┌─────────────────────────────────────────────────────────────────────┐
│  Named prompts  → Deterministic handler →  BYO-LLM Adapter          │
│  scripts/test_prompt.py    scripts/run_agent.py                     │
└──────────────────────────────────┬──────────────────────────────────┘
                                   ▼
┌─────────────────────────────────────────────────────────────────────┐
│  SQLite queue  →  templates/*.yaml  →  Action / Output / Archive    │
└─────────────────────────────────────────────────────────────────────┘

Pack contents

File Role
README.md This file — overview and quick-start
SOUL.md Mission, values and OODA states specific to trading
PROMPTS.md 5 named, versioned system prompts
CHECKLIST.md 30+ operational steps with commands
SPEC.md Technical spec, configurable parameters, interfaces
CHANGELOG.md History of v1.0.0 and v2.0.0
agent-trading-v2.json Pack manifest with stats and files
scripts/install.sh One-shot installer (venv, deps, systemd service)
scripts/config.yaml Configuration template to fill in
scripts/test_prompt.py Tests a prompt on a local example
scripts/run_agent.py Minimal swarm orchestrator
templates/*.yaml 2 domain configuration templates

Quick installation

cd /opt/autonomous-stack/agent-trading-v2
bash scripts/install.sh

The installer checks for Python 3.10+, creates a venv, installs the dependencies, detects a local LLM provider and configures a systemd unit.


Immediate test

# Test the main prompt
python3 scripts/test_prompt.py --prompt market_scanner --input templates/risk_params.yaml

# Run the agent in dry-run mode
python3 scripts/run_agent.py --config scripts/config.yaml --dry-run

Customization

  1. Copy scripts/config.yaml to config.local.yaml.
  2. Adapt the templates in templates/.
  3. Plug your own signal/task/data sources into run_agent.py.

Costs and limits

This pack favors deterministic logic for critical decisions. The LLM is used for classification, summarization and report generation. Refer to SPEC.md for the operating cost estimate.


License

Personal use per purchase. Resale prohibited.