Muhammad Aatif

# Sales Automation Specialist

Location United StatesDesired Salary UnspecifiedWork preference Full TimeLinks Status   Actively looking Field / Industry Software Engineering

* SharePreferences:Relocation: NoNotice Period: ImmediateSkill Assessments:This user has not passed any tests yet

Languages:  English -

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[Overview](#overview)

## About Me

I am an AI automation specialist focused on building reviewable agent workflows, operational dashboards, and internal tools that reduce repetitive work while keeping people in control. I am prepared for sales automation work with an emphasis on practical implementation, documentation, QA, and reliable handoff.

I design and build AI automation systems that turn repetitive operations into reliable, reviewable processes. My work includes agent workflows, operational dashboards, and internal tools that improve visibility and execution consistency.

I built AgentGate, an approval-gated orchestration system with staged actions and a human-controlled execution checkpoint for high-impact workflows. I also designed the SkybridgeCX Agent Factory to connect research, proof packaging, proposal drafting, and outreach preparation in one workflow.

My project work includes Stability-OS, a personal operations dashboard with daily stacks, source digests, priorities, and weekly review flow. I also built Frontier Lab OS, a command center for research threads, experiment logs, proof artifacts, and learning paths.

In addition to automation and systems building, I have experience with AI training tasks that require careful judgment, labeling, and escalation of ambiguous cases. I value accuracy, structure, and clear process design.

I am based in Northern Virginia and work remotely. My background in information technology supports my ability to build practical systems, document processes, and support sales and operations workflows effectively.

## Skills

### [Customer Support](https://jobicy.com/talent/customer-support.md)

## Education

Northern Virginia Community College, Loudoun Campus  2018  Associate Degree in Information Technology

## Experience

AI Automation Specialist & Systems Builder @ Independent / SkybridgeCX  2024 - Present Design and build AI automation systems, agent workflows, operational dashboards, and internal tools that turn repetitive operations into reliable, reviewable processes. Built AgentGate, an approval-gated orchestration system with staged actions and a human-controlled execution checkpoint. Designed the SkybridgeCX Agent Factory to connect research, proof packaging, proposal drafting, and outreach preparation in one reviewable workflow.

AI Training Contributor @ Outlier & Handshake AI  2025 - Present Rank and compare language-model responses using detailed rubrics and careful preference judgments for AI training tasks. Annotate, label, and categorize data under task-specific guidelines while escalating ambiguous or edge-case items instead of guessing.