Applies microkernel architecture with minimal core and plugin extensibility.
SkillScore91Maintained
Automatic
◆Coding pack
Last verified 8/20/2026
What it changes
Passed 20 of 22 test cases with the skill, and 16 of 22 without it.
Without skill73%
With skill91%
Checks it passed that the model alone missed
Requires building an extension loader and sandbox executor to isolate plugins.
Identifies concrete components plugin-loader, sandbox-executor, and sdk-generator.
Requires a published compatibility matrix between core versions and supported plugin API versions.
and 4 more in the full report
5 fixed15 passed either way1 still failing1 broke
Pass-rate lift
+18 pp
Tokens
+7%
Agent turns
0%
Response time
-30%
Model gemini-3.6-flashMeasured 8/20/2026v120 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 5
Prompt
Our security team is concerned that external extensions might crash the main host process or access unauthorized system resources. Which concrete component should we implement to run each plugin in an isolated context with restricted capabilities?
What was checked, without and with the skill
Checked
Without skill
With skill
Identifies sandbox-executor as the concrete component that runs plugins in an isolated context with a constrained capability set.
Missed
Passed
case-10 · gemini-3.6-flash · 8/20/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md61 linessingle file
The Microkernel (Plugin) Architecture Paradigm
When To Use
Building extensible systems with plugin architectures
Monolithic applications without plugin extensibility needs
Systems where all features are core and tightly coupled by design
When to Employ This Paradigm
When building platforms, Integrated Development Environments (IDEs), data ingestion pipelines, or marketplaces where third parties need to extend core functionality.
When the core system requires extreme stability, while extensions and features must evolve and change rapidly.
When isolating optional dependencies and sandboxing untrusted code provided by plugins is critical.
Adoption Steps
Define Core Services: Clearly delineate the minimal responsibilities of the microkernel, such as scheduling, component lifecycle management, core domain primitives, and messaging.
Specify the Plugin Contract: Design and document the formal contract for all plugins, including registration procedures, capability descriptors, lifecycle hooks (e.g., start, stop), and the permission model.
Build the Extension Loader and Sandbox: Implement the mechanisms for loading extensions, performing version compatibility checks, negotiating capabilities, and isolating plugins to prevent failures from cascading.
Provide a Software Development Kit (SDK): To facilitate plugin development, provide an SDK with project templates, testing harnesses, and compatibility-checking tools.
Govern the Release Process: Maintain a clear compatibility matrix between core and plugin versions. Implement an automated regression test suite that validates core functionality against a variety of plugins.
Key Deliverables
An Architecture Decision Record (ADR) describing the division of responsibilities between the core and plugins, along with the governance model for plugin development and certification.
Formal documentation for the security and permission model, detailing what capabilities are available to plugins.
An automated plugin validation pipeline that performs linting, runs tests, and executes the plugin within a sandbox environment.
Risks & Mitigations
Uncontrolled Plugin Proliferation:
Mitigation: Without a curation process, the maintenance cost of supporting numerous plugins can become unsustainable. Enforce a formal certification process or a marketplace-style review for all third-party plugins.
Version Skew Between Core and Plugins:
Mitigation: Use semantic versioning (SemVer) rigorously for both the core and the plugins. Where necessary, provide abstraction layers or "shims" to maintain backward compatibility with older plugins.
Core System Bloat:
Mitigation: There is often pressure to add feature logic to the stable core. Aggressively resist this temptation. The core should remain minimal, with new features implemented as plugins whenever possible.
Selects and routes to the right architecture paradigm. Use when choosing patterns for a new system or comparing trade-offs before making architecture decisions.