GreenLite · 9 hours ago
Senior Machine Learning Engineer
GreenLite is a company focused on revolutionizing the construction permitting process through AI-powered technology. The Senior Machine Learning Engineer will design and implement high-impact agent workflows that automate construction plan review, ensuring faster and more reliable permit approvals.
ArchitectureCommercial Real EstateConstructionReal Estate
Responsibilities
Design & ship production agents: Own one or more high-impact agent workflows (e.g., Permit Intake Triage, Smart Document QA, Compliance Comment Copilot, Code Lookup inside LiteTable). Compose multi-step graphs (LangGraph) with Strands-based reasoning/tooling and develop internal/external tools for targeting heterogeneous datasets
Operationalize on Bedrock AgentCore: Use Runtime for secure, scalable hosting and streaming; Gateway to expose APIs as agent-ready tools; Memory for persistent context; Identity for least-privilege access; Observability for traces/metrics; and built-in Browser/Code-Interpreter where appropriate
Evaluation & safety harness: Stand up task-level and end-to-end evals (success rate, cost, latency, human-handoff rate) and regression suites; borrow ideas from AgentBench/WebArena/SWE-bench where useful but bias toward domain-grounded tests for permitting
Retrieval & knowledge: Partner with Data to wire agents to building-code knowledge (RAG), evaluate vector store options (incl. S3 Vectors preview, or Pinecone) and set up durable knowledge interfaces the agents can trust
UX handoffs: Collaborate with Product/Design to craft agent-first reviewer UX in LiteTable (great inline citations, diffs, and remediation suggestions)
Quality & reliability: Build fault-tolerant flows (retries/rollbacks/compensation), observability dashboards, and on-call runbooks for agent incidents
Technical leadership: Create internal libraries/templates for agent patterns; mentor engineers; review designs with domain experts (architects/code officials)
Qualification
Required
Depth with LangGraph (graph orchestration, state, recovery) and Strands Agents (structured tool reasoning); experience integrating MCP clients/servers
7–12+ years shipping high-reliability backend or ML systems (Python/TypeScript), cloud infra (AWS), containers (ECS/EKS), CI/CD, IaC, and secure integration patterns
Hands-on with RAG, document stores/vector DBs (bonus: knowledge of Pinecone or early exposure to S3 Vectors), schema/versioning for code texts and comments
Ability to design realistic, auditable testbeds; familiarity with agent benchmarks (and their pitfalls) and how to turn real user flows into acceptance tests
Policy-driven guardrails (Grounding checks, topic/word filters), auditability, and human-in-the-loop controls
Curiosity for building codes, plan sets, and reviewer workflows; comfort working with messy PDFs/CAD and plan-review UX
Preferred
Nice to have - comfort with Runtime (session isolation, 8-hour sessions, large payloads), Memory, Gateway, Identity, Observability, and built-in Browser/Code-Interpreter
CrewAI/AutoGen/LlamaIndex experience; Apryse or similar PDF tooling; geospatial data; prior work in AEC/reg-tech
Benefits
Competitive Compensation - Generous base salary & access to our Employee Equity Program, so you can grow with us.
Performance-Based Annual Bonuses - Rewards for high-impact results and contributions that move the needle.
Premium Health Coverage - Comprehensive medical, dental, and vision insurance for full-time team members and their families.
401(k) Retirement Plan - Helping you invest in your future with smart saving options.
Parental Leave - Generous parental leave for all parents to support your growing family.
Wellness Support - Monthly Wellness Stipend and full access to Wellhub, Talkspace, & Teladoc for your physical and mental well-being.
Weekly Team Lunches - Enjoy catered lunches every week in our NYC office. Great food, better company.
Company-Wide Team All Hands - Held twice a year, fostering transparency, alignment, and inspiration.
Team-Building Events - Regular opportunities to connect, collaborate, and celebrate as a team.
Unlimited PTO - Flexible time off so you can recharge, travel, or take care of life as needed.
Hybrid Work Environment – Our team thrives on collaboration, so we’re in the office 4 days per week. In the summer, from Memorial Day to Labor Day, we switch to a 3-day in-office schedule to give everyone extra flexibility.
Company
GreenLite
GreenLite is a national permitting partner helping developers, architects, and contractors open projects faster and with less risk.
H1B Sponsorship
GreenLite has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2024 (2)
Funding
Current Stage
Growth StageTotal Funding
$86MKey Investors
Insight PartnersCraft VenturesTrust Ventures
2025-09-15Series B· $49.5M
2024-09-17Series A· $28.5M
2023-10-31Seed· $8M
Leadership Team
Recent News
2025-09-17
thesaasnews.com
2025-09-17
Venture Capital Firms
2025-09-16
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