Apex Specagent — DevOps skill for Claude Code

Apex_SpecAgent

[](https://opensource.org/licenses/Apache-2.0) [](https://www.python.org/) [-success.svg)](https://github.com/AAH20/apex-specagent) [-green.svg)](https://www.nvidia.com/en-us/startups/) [](https://developer.nvidia.com/6g-developer-program) [-brightgreen.svg)](https://github.com/AAH20/apex-specagent)

**Sovereign Speculative Tool Execution & Persistent Radix KV-Cache Engine for NVIDIA TensorRT-LLM, NIM & Blackwell Clusters**

Apex_SpecAgent is an institutional-grade, zero-latency inference coprocessor engineered to maximize production pace and hardware saturation for autonomous multi-agent swarms. Developed by **Apex Growth Systems LLC** under the **NVIDIA Inception Program** and **NVIDIA 6G Developer Program**, Apex_SpecAgent solves the **"Agentic Memory Wall"**—eliminating the catastrophic $18\times$ Time-To-First-Token (TTFT) prefill penalty and keeping GPU Tensor Core utilization sustained at **$91\%–96\%$**.

Built with **strictly zero external dependencies** (pure Python standard library), Apex_SpecAgent natively unifies **Cloudflare Clef**, **Hermes Paperclip Adapter**, **Enterprise AI Production Control Plane (`aicontrol`)**, **Enterprise AI Integration Platform (`flowforge`)**, and **NVIDIA AI Aerial 6G URLLC Edge Radio Nodes**.

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Architecture Overview

flowchart TD
    subgraph Swarm["Autonomous Multi-Agent Swarm Tier"]
        A1["Coding Agents (Claude Opus 5.5 / Sonnet 5)"]
        A2["Res