AI/ML Engineer

Future Works • Canada , Canada

2d • Remote

About The Position

Future Works is hiring an AI/ML Engineer for an engagement designing and building an AI agent system to manage a complex, high-value enterprise transaction workflow from initial engagement through close-out. The engineer will build agent capabilities in parallel during the build phases, working under the Lead AI/Agent Architect. The role involves implementing tool integrations, data pipelines, and stage-specific agent components so a complete transaction scenario can run end to end against sandbox data.

The work spans individual stages of an eight-stage workflow, from engagement and needs assessment through market research, tours, RFP and proposal analysis, lease abstraction, close-out, and invoicing. The engineer will implement the orchestration and handoff protocols defined by the Lead Architect, encode required human approval gates, and help validate quality through scenario-based and end-to-end testing. The position also participates in Phase 1 architecture workshops.

Requirements

• At least 4 years of experience in software or machine learning engineering.
• Production experience building LLM-powered features or agents.
• Hands-on experience with agent frameworks, tool and function calling, retrieval, and prompt engineering.
• Strong Python skills and practical experience building data pipelines and integrating structured and unstructured data sources.
• Comfort parsing, extracting, and generating documents in formats such as PDF, DOCX, and structured templates.
• Ability to move quickly in hypothesis-driven, milestone-based sprint cycles, shipping working components and iterating against real evidence.

Nice To Haves

• Experience implementing financial analytics such as lease economics, NPV, and scenario modelling.
• Experience with NLP information extraction, including clause and entity extraction from contracts or leases.
• Exposure to commercial real estate or another document-heavy transaction domain.
• Comfort using LLM code assistants and agentic engineering to ship faster and with higher quality.

Responsibilities

• Implement agent capabilities for individual transaction workflow stages, following the orchestration model and stage handoff protocols defined by the Lead Architect.
• Build typed tools for template population, market-data queries, financial analytics, clause and lease-clause extraction, and document assembly.
• Build and maintain data pipelines using sandbox and representative sample data, including the property availability data source.
• Implement architect-specified approval gates and review checkpoints so binding steps route through broker confirmation.
• Validate components against deal-scenario data and participate in end-to-end testing across all eight stages, checking artifact quality and stage handoff integrity.
• Participate in Phase 1 architecture workshops to help ensure the build starts on solid foundations.

Benefits

• Work from anywhere as part of a fully remote, global team.
• All-expenses-paid company retreats in unique locations.
• Competitive compensation package including equity, bonuses, and substantial participation in company profits.
• Clear growth path to C-level leadership based on performance.

What This Job Offers

• Job Type: Full-time
• Career Level: Mid Level
• Education Level: No Education Listed