sqlite-agent-amplification

Dynamic tool creation lets agents generate custom Python, JavaScript, or SQL tools on demand based on specific requirements, expanding their capabilities without redeployment. This Skill enables agents to build tools like Value at Risk calculators instantly when needed, adapting to new tasks as they arise.

Yes. Decision recording logs agent choices and outcomes into a knowledge base, enabling continuous self-improvement. This Skill tracks decision patterns and performance metrics, allowing agents to make better choices by consulting historical data and evolving their strategies.

Peer consultation taps into a network of specialized agents for domain-specific advice. This Skill connects agents through standardized inputs and hook-based invocation, letting a financial agent consult a security-architect peer for expert guidance on complex scenarios.

Fixed toolsets constrain agents to predefined functions. Dynamic tools let agents create specialized capabilities on demand—like generating a VaR calculator when analyzing risk—eliminating the gap between what agents can do and what problems they face.

Yes. This Skill supports tool creation and execution across Python, JavaScript, and SQL with standardized inputs, outputs, and hook-based invocation, enabling multi-language agent systems and heterogeneous workflows.

Capability evolution tracking monitors agent performance metrics and toolset growth over time. This Skill records which tools agents create, how often they're used, and their outcomes, providing visibility into continuous optimization and self-improvement.