futureworks - AI/ML Engineer
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.
Responsibilities
• 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.
Benefits
• We believe that breakthrough results are driven by breakthrough experiences. Our culture is built on a foundation of freedom, high performance, and our seven core values. • Our Core Values • AI native - We use AI as a natural extension of our abilities to deliver faster, smarter, and better work. • Delivering joy - We underpromise and overdeliver, creating delight for our clients and our team. • Smooth & fast - We believe speed is the result of precision, flawless systems, and calm execution, not frantic effort. • Selfless - We proactively make work easier for others and measure our success by the success of the team. • Candid - We are direct, honest, and clear with each other, believing that transparent feedback is a gift. • Pursuing excellence - We are obsessed with quality and empower each other to break through boundaries and set new standards. • Ever evolving - We are relentlessly curious and improve every single week, sharing our learnings openly to elevate the entire organization. • 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.
Apply in one click
Upload My Resume
Drop here or click to browse · Tap to choose · PDF, DOCX, DOC, RTF, TXT