Skill Packages

Turn repeated work into governed AI skills.

MaluDB derives reusable Skill Packages from validated workflow traces, preserving preconditions, procedures, checks, permissions, and audit controls.

Inputs
Episodes and workflow traces
Controls
Preconditions, checks, permissions
Outputs
Reusable procedures for agents

Workflow trace capture

Record the steps humans and agents take to resolve incidents, onboard customers, triage tickets, or analyze research.

Validation before reuse

Generalize successful workflows only after evidence, constraints, safety checks, and review requirements are known.

Token-efficient execution

Agents can call compact, governed procedures instead of reloading long prompt instructions and scattered documentation.

From memory to procedure

Skills are database objects, not loose prompt files.

A Skill Package can reference the Memory Objects, Facts, policies, tool permissions, and audit checks that make it safe to run.

Workflow to skill lifecycle