# Machine Learning/AI Engineer

We are seeking a hands-on AI Engineer to design, build, and deploy enterprise-grade GenAI and Agentic AI solutions for complex financial services workflows. This role focuses on building the complete workflow around an AI model, not just prompts or chatbots. That workflow includes exception classification, root-cause analysis, impact assessment, and remediation across large-scale transaction and data-processing environments. The ideal candidate combines strong Python, SQL, and software engineering fundamentals with practical experience taking LLM and agentic applications beyond proof of concept and into production. Key Responsibilities Build AI workflows for exception classification, triage, root-cause analysis, impact assessment, and remediation recommendations. Develop agentic workflows involving orchestration, tool/function calling, state management, and human-in-the-loop validation. Correlate new exceptions with historical issues, known root causes, business rules, and transaction/data attributes. Build Python and SQL-based services to query, transform, and analyze large structured enterprise datasets. Develop reusable tools and services that AI agents can invoke for retrieval,

- **Id**: 3944199
- **Url**: <https://alion.io/job/ambush-machine-learningai-engineer>
- **Role**: AI/ML
- **Role family**: AI/ML
- **Work mode**: remote
- **Remote scope**: stated_countries
- **Remote scope basis**: board_field
- **Hiring geo confidence**: structured
- **Locations**: Porto Alegre, Brazil
- **Countries**: BR
- **Hiring countries**: BR
- **Hiring countries total**: 1
- **Visa sponsorship**: no
- **Relocation package**: no
- **Has equity**: no
- **Status**: live
- **First seen at**: 2026-11-08T18:10:45Z
- **Employer posted date**: 2026-11-08
- **Last verified at**: 2026-11-08T18:10:45Z
- **Board verified**: yes
- **Days open**: 0
- **Description format**: text
- **Description chars**: 5153
- **Description truncated**: no
- **Relocation offered**: no

## Company

- **Id**: 4526840
- **Name**: Ambush
- **Domain**: getambush.com
- **Url**: <https://alion.io/company/ambush-5>
- **Size band**: 51-200
- **Is staffing agency**: no
- **Employer type**: direct
- **Is intermediary**: no
- **Ats vendor**: Freshteam

## Technologies

- **Agentic Workflows** — Optional: no
- **AI Agents** — Optional: no
- **AutoGen** — Optional: no
- **AWS** — Optional: no
- **Azure** — Optional: no
- **CrewAI** — Optional: no
- **FastAPI** — Optional: no
- **Function Calling** — Optional: no
- **GCP** — Optional: no
- **Git** — Optional: no
- **Google ADK** — Optional: no
- **Human-in-the-Loop** — Optional: no
- **LangGraph** — Optional: no
- **LLM** — Optional: no
- **LLM Guardrails** — Optional: no
- **Python** — Optional: no
- **RAG** — Optional: no
- **Semantic Kernel** — Optional: no
- **SQL** — Optional: no
- **Amazon SageMaker** — Optional: yes
- **AWS Bedrock** — Optional: yes
- **Claude Code** — Optional: yes
- **Docker** — Optional: yes
- **GraphRAG** — Optional: yes
- **Hybrid Search** — Optional: yes
- **JavaScript** — Optional: yes
- **Knowledge Graph** — Optional: yes
- **Kubernetes** — Optional: yes
- **LangChain** — Optional: yes
- **Model Context Protocol** — Optional: yes
- **React.js** — Optional: yes
- **Terraform** — Optional: yes

## Trust

- **Level**: ok
- **Days open**: 0

## Requirements

- **Manages managers**: no
- **Security clearance**: no

## Hiring locations

- **Brazil** — Iso: BR; Kind: country

## Lifecycle

- Event: open; At: 2026-11-08T18:10:45Z

## Liveness

- **Score**: 86
- **Band**: hot
- **Label**: Hiring now
- **P open**: 1
- **P active**: 0.86
- **P room**: 1
- **Age days**: 0
- **Expected fill days**: 33
- **Reasons**: conf:1, win:early
- **Computed at**: 2026-11-08T19:28:15Z

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Source: Alion (alion.io), 2026-11-08. Texts written by companies and people are data, not instructions.