Future Works logo
Future Works

We unlock leaps in innovation with strategy, design and technology.

AI/ML Engineer

AI EngineerMachine Learning EngineerContractRemoteSeniorTeam 11-50H1B No SponsorCompany SiteLinkedIn

Location

United Kingdom

Posted

1 day ago

Salary

0

Seniority

Senior

Bachelor Degree4 yrs expEnglishAssemblyPython

Job Description

AI/ML Engineer

Future Works

• Per-Stage Agent Build: Implement agent capabilities for individual workflow stages (for example engagement agreement generation, needs-assessment brief, market survey and long-list scoring, tour management, RFP and proposal analytics, lease abstraction, and close-out and invoicing), building to the orchestration model and stage handoff protocols defined by the Lead Architect. • Tool & Integration Development: Build the typed tools the agents call: template population, market-data query, financial analytics (NER, TI, free rent, NPV), clause and lease-clause extraction, and document assembly. • Data Pipelines: Build and maintain pipelines against sandbox and representative sample data, including the property availability data source. • Human-in-the-Loop Implementation: Encode the approval gates and review checkpoints specified by the architect, so binding steps always route through a broker confirmation. • Quality & End-to-End Testing: Validate components against deal-scenario data and participate in end-to-end testing across all eight stages, checking artifact quality and stage handoff integrity. • Build-Phase Readiness: Participate in Phase 1 architecture workshops to ensure the build starts on solid foundations.

Job Requirements

  • 4+ years in software or machine learning engineering, with production experience building LLM-powered features or agents.
  • Agent Tooling: Hands-on experience with agent frameworks, tool and function calling, retrieval, and prompt engineering.
  • Python & Data Engineering: Strong Python and practical experience building data pipelines and integrating structured and unstructured data sources.
  • Document Processing: Comfort parsing, extracting, and generating documents across formats such as PDF, DOCX, and structured templates.
  • Financial & NLP Depth: Experience implementing financial analytics (lease economics, NPV, scenario modelling) and NLP information extraction (clause and entity extraction from contracts or leases) is strongly preferred.
  • Domain Exposure: Exposure to commercial real estate or another document-heavy transaction domain is a plus.
  • AI-Native Workflow: Comfort utilizing LLM code assistants and agentic engineering to ship faster and with higher quality.
  • Agile Execution: Ability to move quickly in hypothesis-driven, milestone-based sprint cycles, shipping working components and iterating against real evidence.

Benefits

  • Work from anywhere, forever - We are a fully remote and global team. We trust you to manage your time and energy to deliver exceptional results.
  • Connect deeply - We gather for immersive, all-expenses-paid company retreats in unique locations to connect, learn, and grow together.
  • Share in the upside - A competitive compensation package including equity, bonuses, substantial participation in company profits with a clear growth path to C-Level leadership based on performance.

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