sqlite-agent-amplification

What problem does it solve?

This Skill allows AI agents to overcome fixed capabilities by dynamically extending their toolset and leveraging collective intelligence. It enables agents to create custom tools on demand, learn from past decisions, and consult specialized peer agents for expert advice, transforming them into self-improving systems.

Core Features & Use Cases

• Dynamic Tool Creation: Generate new tools in Python, JavaScript, or SQL based on specific requirements, expanding agent functionality on the fly.
• Decision Recording & Learning: Log agent decisions and their outcomes to build a knowledge base, enabling continuous self-improvement and better future choices.
• Peer Consultation: Tap into a network of specialized agents for expert advice on domain-specific problems, fostering collaborative problem-solving.
• Capability Evolution Tracking: Monitor how agent capabilities and performance metrics evolve over time, ensuring continuous optimization.
• Use Case: Empower a financial agent to dynamically create a Value at Risk (VaR) calculator tool when needed, record its usage and outcome, and consult a "security-architect" peer for advice on complex risk scenarios.

Quick Start

Use the sqlite-agent-amplification skill to dynamically create a Python tool named 'var_calculator' that computes Value at Risk from a list of returns at a given confidence level.