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abstraction-power
// Activate ATLAS pattern recognition mode. Identify repeated patterns, extract essential characteristics, and create reusable abstractions from concrete examples.
// Activate ATLAS pattern recognition mode. Identify repeated patterns, extract essential characteristics, and create reusable abstractions from concrete examples.
Write content in any language indistinguishable from a skilled human writer. Avoids AI-sounding phrases, varies sentence structure, creates natural prose. Detects target language and loads language-specific AI-tells, register, and orthography from `languages/`.
Record a hard-won engineering lesson after a bug or mistake is resolved. Use when a bug resisted ATLAS until Boss's guidance cracked it, or when a long debugging hunt ended in an aha moment worth never relearning.
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.
| name | abstraction-power |
| description | Activate ATLAS pattern recognition mode. Identify repeated patterns, extract essential characteristics, and create reusable abstractions from concrete examples. |
Activate ATLAS abstraction thinking mode.
Abstraction is the process of identifying essential features while hiding unnecessary details. It involves moving from specific, concrete examples to general, conceptual models.
Concrete instances:
sendEmail(to, subject, body) → connects to SMTP, formats message, deliverssendSMS(phone, message) → connects to Twilio API, formats payload, deliverssendPush(deviceId, title, body) → connects to FCM, formats notification, deliversPattern 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.
Concrete observations:
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.
Apply this abstraction lens to the current context:
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.
When applying abstraction power, provide:
List the specific instances being analyzed
The generalized model, class, pattern, or solution — with a Mermaid flowchart when the relationships benefit from visualization.