Miske El Vilaly

AI Engineer | AI Systems Engineer | LLM Engineer | Machine Learning Engineer
Phoenix, US | www.linkedin.com/in/miske-el-vilaly-b3b33a19a | www.pypes.dev/miske-el-vilaly
Target roles: AI Engineer | AI Systems Engineer | LLM Engineer | Machine Learning Engineer
ML systems builder with 4+ years shipping AI features to 50,000+ end users, specializing in production agent harness design (tools, memory, guardrails) and evals infrastructure. Bridges the gap between raw LLM output and merchant-grade systems through systematic prompting, evaluation, and code generation pipelines.
Selected Impact Highlights
AI Design-Quality Pipeline: Closed gap between raw LLM output and merchant-grade Shopify themes through systematic prompting and evaluation
Atlas AI Shopify Store Builder: Shipped production AI features used daily by 50,000+ merchants
Furet.io AI Ad Research Agent: Scanned 7,900 ads and surfaced 19 winners in one pass, collapsing hours of manual research into minutes
Core Professional Competencies
Superpowers: Production LLM agent harness design (tools, memory, guardrails, traces), Evals infrastructure & trace analysis for LLM quality assurance, AI code generation pipelines (React, Shopify Liquid, multi-language), Full-stack AI feature shipping at scale (50K+ daily active users), LLM prompting, evaluation, and observability-first system design.
Role fit: AI/LLM Engineer (Senior, primary), Full-Stack AI Systems Engineer (Senior, primary), Applied ML Engineer (Senior, secondary), ML Infrastructure Engineer (Mid-to-Senior, secondary).
Selected Work & Outcomes
Candidate Kit
CANDIDATE CONVERSION KIT

Miske El Vilaly

AI Engineer · AI Systems Engineer · LLM Engineer
Candidate thesis

ML systems builder with 4+ years shipping AI features to 50,000+ end users, specializing in production agent harness design (tools, memory, guardrails) and evals infrastructure. Bridges the gap between raw LLM output and merchant-grade systems through systematic prompting, evaluation, and code generation pipelines.

Routing destination

Route to AI Engineer, AI Systems Engineer, LLM Engineer teams building high-throughput services in the candidate's core stack.

50,000
Atlas AI Shopify Store Builder
900
Furet.io AI Ad Research Agent
3
documented proof points
4
best-fit target roles
MARKET PLACEMENT SNAPSHOT

Where this candidate belongs

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Primary lane

Production LLM agent harness design (tools, memory, guardrails, traces). Evals infrastructure & trace analysis for LLM quality assurance. AI code generation pipelines (React, Shopify Liquid, multi-language). Full-stack AI feature shipping at scale (50K+ daily active users).

Strong adjacent lanes

AI/LLM Engineer, Full-Stack AI Systems Engineer, Applied ML Engineer, ML Infrastructure Engineer.

Work model

Remote-first. Based in Phoenix, US.

Compensation positioning

Targeting $100K+. Currently: AI Engineer.

Fastest close path

Recruiter screen → hiring-manager review → technical conversation around AI Design-Quality Pipeline, Atlas AI Shopify Store Builder, Furet.io AI Ad Research Agent.

Best-fit roles
AI EngineerAI Systems EngineerLLM EngineerMachine Learning Engineer
Industry bridge logic

Miske's work in AI/LLM Engineer, Full-Stack AI Systems Engineer, Applied ML Engineer translates directly into adjacent domains with similar architecture, scale, and reliability needs.

Employer-facing guardrails
  • Primary production depth is the candidate's core stack. Other tooling framed as ramp/adjacent unless proven.
  • Leadership framing is technical leadership (mentorship, code review, architectural direction). Formal people-management should be validated per role.
  • Additional interests are personal/research at present, not production claim.
MASTER PROOF INDEX

Master Proof Matrix

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This reusable proof index maps common senior/staff engineering requirements to candidate proof. Role-specific addenda extend — not replace — this base matrix.

AI Design-Quality Pipeline
High

Requirement: Deliver on ai design-quality pipeline at production scale.

Proof: Closed gap between raw LLM output and merchant-grade Shopify themes through systematic prompting and evaluation

Fit: direct
Atlas AI Shopify Store Builder
High

Requirement: Deliver on atlas ai shopify store builder at production scale.

Proof: Shipped production AI features used daily by 50,000+ merchants

Fit: direct
Furet.io AI Ad Research Agent
High

Requirement: Deliver on furet.io ai ad research agent at production scale.

Proof: Scanned 7,900 ads and surfaced 19 winners in one pass, collapsing hours of manual research into minutes

Fit: direct
Production LLM agent harness design (tools, memory, guardrails, traces)
High

Requirement: Ship work that requires production llm agent harness design (tools, memory, guardrails, traces).

Proof: Demonstrated at prior roles.

Fit: direct
Evals infrastructure & trace analysis for LLM quality assurance
High

Requirement: Ship work that requires evals infrastructure & trace analysis for llm quality assurance.

Proof: Demonstrated at prior roles.

Fit: direct
AI code generation pipelines (React, Shopify Liquid, multi-language)
High

Requirement: Ship work that requires ai code generation pipelines (react, shopify liquid, multi-language).

Proof: Demonstrated at prior roles.

Fit: direct
CANDIDATE DOCUMENTATION

Technical Proof Catalog

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AIDQP
AI Design-Quality Pipeline

Closed gap between raw LLM output and merchant-grade Shopify themes through systematic prompting and evaluation

AAISSB
Atlas AI Shopify Store Builder

Shipped production AI features used daily by 50,000+ merchants

FAIARA
Furet.io AI Ad Research Agent

Scanned 7,900 ads and surfaced 19 winners in one pass, collapsing hours of manual research into minutes

AILLME
AI/LLM Engineer

Senior — role fit: primary.

FSAISE
Full-Stack AI Systems Engineer

Senior — role fit: primary.

AMLE
Applied ML Engineer

Senior — role fit: secondary.

MLIE
ML Infrastructure Engineer

Mid-to-Senior — role fit: secondary.

PLLM
Production LLM agent harness design (tools, memory, guardrails, traces)

Applied across AI Engineer contexts.

PROOF EXHIBITS

Visual Evidence Index

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Portfolio

https://pypes.dev/miske-el-vilaly

Hosted candidate portfolio with positioning, proof points, and conversion kit surface for recruiter routing.

LinkedIn — professional network

www.linkedin.com/in/miske-el-vilaly-b3b33a19a

Professional profile and recruiter connection path.

Personal site

www.pypes.dev/miske-el-vilaly

Additional portfolio and technical writing surface.

CONTACT AND CALL-TO-ACTION

Contact Miske El Vilaly

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Route this candidate now.

This kit is designed to survive internal forwarding. The fastest next step is a recruiter screen, hiring-manager review, referral handoff, or direct call.

Primary fit: AI Engineer, AI Systems Engineer, LLM Engineer.

How to reach Miske
Location: Phoenix, US
Book a call →
Direct outreach is routed through the candidate's page to protect their contact info.
Internal handoff note

Miske El Vilaly is a Phoenix, US-based AI Engineer. ML systems builder with 4+ years shipping AI features to 50,000+ end users, specializing in production agent harness design (tools, memory, guardrails) and evals infrastructure. Bridges the gap between raw LLM output and merchant-grade systems through systematic prompting, evaluation, and code generation pipelines. Best fit: AI Engineer, AI Systems Engineer, LLM Engineer.