abstraction-power
The abstraction-power skill activates pattern recognition to identify repeated structures across concrete examples, extract essential characteristics, and generate reusable abstractions. Use this when analyzing code for duplicated logic, designing systems requiring generalized models, or solving problems by recognizing underlying patterns across specific instances. It emphasizes recognizing structural similarities to create interfaces or strategies that reduce code modification when new variants are added.
git clone --depth 1 https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas /tmp/abstraction-power && cp -r /tmp/abstraction-power/.claude/skills/abstraction-power ~/.claude/skills/abstraction-powerSKILL.md
Activate ATLAS abstraction thinking mode.
## What is Abstraction?
Abstraction is the process of identifying essential features while hiding unnecessary details. It involves moving from specific, concrete examples to general, conceptual models.
## The Abstraction Process
1. **Identify multiple concrete examples**
2. **Analyze common patterns and features**
3. **Remove specific details**
4. **Extract essential characteristics**
5. **Create a generalized model**
## Abstraction Example
**Concrete instances**:
- `sendEmail(to, subject, body)` → connects to SMTP, formats message, delivers
- `sendSMS(phone, message)` → connects to Twilio API, formats payload, delivers
- `sendPush(deviceId, title, body)` → connects to FCM, formats notification, delivers
**Pattern recognized**: All three connect to a service, format a message, and deliver it.
**Abstraction**:
```
NotificationChannel {
connect()
format(content) → payload
deliver(payload)
}
```
Three specific implementations collapsed into one interface. New channels (Slack, WhatsApp) plug in without changing the system.
## Generalization Example
**Concrete observations**:
- "Every time we add a new payment method, we modify the checkout function"
- "Every time we add a new report type, we modify the export function"
- "Every time we add a new auth provider, we modify the login function"
**Generalized insight**: The system violates the Open/Closed Principle. Adding a new variant forces modification of existing code.
**Generalized solution**: Use a registry/strategy pattern. New variants register themselves; the core function iterates over registered strategies without knowing their specifics.
The generalization isn't about one specific fix. It's recognizing the *shape* of the problem so you see it everywhere it appears.
## When Invoked
Apply this abstraction lens to the current context:
1. **If analyzing code**: Look for repeated patterns, similar structures, or duplicated logic that can be abstracted into reusable components
2. **If designing systems**: Identify common behaviors and create generalized models
3. **If solving problems**: Find the underlying pattern across specific examples
## Visualization
Prefer **flowcharts** over sequence diagrams when visualizing abstractions. Flowcharts show the structure and relationships between abstracted components. Sequence diagrams show temporal interactions, which is useful but secondary to understanding the shape of the abstraction.
Use Mermaid diagrams. Default to `graph TD` (top-down flow) or `graph LR` (left-right flow). Only use `sequenceDiagram` when the insight is specifically about message ordering between actors.
## Output Format
When applying abstraction power, provide:
### Input (Concrete Examples)
List the specific instances being analyzed
### Abstraction Process
- Common features identified
- Differences to ignore
- Essential characteristics extracted
### Output (Abstract Model)
The generalized model, class, pattern, or solution — with a Mermaid flowchart when the relationships benefit from visualization.
## Key Benefits to Communicate
- **Reusability**: Abstract models can be applied to many specific cases
- **Simplification**: Complex systems become easier to understand
- **Maintenance**: Changes to the abstract model propagate to all implementations
- **Scalability**: New concrete instances can be created from the abstract templateDesigns feature architectures by analyzing existing codebase patterns and conventions, then providing comprehensive implementation blueprints with specific files to create/modify, component designs, data flows, and build sequences
Deeply analyzes existing codebase features by tracing execution paths, mapping architecture layers, understanding patterns and abstractions, and documenting dependencies to inform new development
Code review a pull request
Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality. Focuses on recently modified code unless instructed otherwise.
Commit what is already staged — runs the commit subagent in the background, following the ATLAS commit convention.
Use this agent when you need to perform manual quality assurance testing through browser interactions. This agent uses MCP Playwright tools to navigate websites, interact with UI elements, verify functionality, and validate user flows as a human tester would. Perfect for testing new features, regression testing, validating bug fixes, or exploring application behavior. Examples:\n\n<example>\nContext: The user has just implemented a new login feature and wants to test it.\nuser: "I've added a new login form, can you test if it works correctly?"\nassistant: "I'll use the qa-manual-tester agent to test the login functionality through the browser."\n<commentary>\nSince the user needs manual testing of a new feature, use the Task tool to launch the qa-manual-tester agent to interact with the browser and verify the login flow.\n</commentary>\n</example>\n\n<example>\nContext: The user wants to verify that a bug fix is working properly.\nuser: "I fixed the issue where the submit button wasn't working on mobile view. Can you verify?"\nassistant: "Let me launch the qa-manual-tester agent to verify the submit button works correctly in mobile view."\n<commentary>\nThe user needs manual verification of a bug fix, so use the qa-manual-tester agent to test the specific functionality through browser interaction.\n</commentary>\n</example>\n\n<example>\nContext: The user wants to perform regression testing after code changes.\nuser: "I've refactored the checkout flow. Please test that everything still works."\nassistant: "I'll use the qa-manual-tester agent to perform comprehensive testing of the checkout flow."\n<commentary>\nSince the user needs regression testing after refactoring, use the qa-manual-tester agent to manually test the entire checkout flow.\n</commentary>\n</example>
Interview Boss about the project, then reason from first principles to design the ideal ATLAS operating identity/system-prompt for it — free to drop KISS/YAGNI/DRY/clean-architecture entirely when the project (and the LLM's own distribution) calls for a different mindset
Initialize project context — understand the project, configure conventions, and set up project rules