What is 'strange-loop' capacity optimization?

Strange-loop optimization is a self-referential cognitive framework that allows the system to recursively analyze and improve its own planning decisions based on network feedback.

Does this skill support 5G network management?

Yes, it is specifically built for 5G environments, offering features like intelligent resource scaling and capacity growth modeling for modern infrastructures.

What is the Capacity Planner Claude Code skill?

It is a specialized capability for Claude Code designed to automate RAN capacity planning, traffic forecasting, and resource optimization for telecommunications networks.

What forecasting models does the planner use?

It utilizes a combination of cognitive modeling, LSTMs, Transformers, and Prophet algorithms to generate high-confidence traffic and demand forecasts.

RAN Capacity Planner

Name: RAN Capacity Planner
Author: ricable

byricable

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Analytics & Monitoring

Optimizes network capacity through cognitive traffic forecasting and intelligent resource scaling for complex 5G infrastructures.

The Capacity Planner skill empowers Claude with deep domain expertise in Radio Access Network (RAN) management and network architecture. It leverages advanced cognitive frameworks and AgentDB-based learning to perform 1000x temporal reasoning for deep traffic analysis, predictive scaling, and long-term infrastructure planning. By utilizing a strange-loop cognitive framework, the skill enables self-adaptive network management, helping engineers forecast demand, prevent congestion, and optimize investment strategies for 5G and beyond.

Key Features

011 GitHub stars

02Long-term infrastructure evolution and ROI optimization planning

03Multi-layer monitoring across radio-access, transport, and core layers

04Strange-loop cognitive optimization for self-referential improvement

051000x temporal reasoning for deep traffic pattern analysis

06Predictive scaling using LSTM, Transformer, and Prophet models

Use Cases

01Forecasting 5G traffic growth to prevent network congestion

02Automating resource allocation across high-density cell clusters

03Generating multi-year network expansion and technology upgrade strategies

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ricable/ultimate-ai-agent capacity-planner

For use in Claude.ai and ChatGPT

Download Skill