Preconstruction & Procurement Specialist
Lightspeed · Northbrook, IL · Construction and field engineering · posted 7 days ago

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Lightspeed · Northbrook, IL · posted 41 days ago
By AtiveSite · Published 07/11/2026 · Updated 10/11/2026 · Every figure is linked to its source below.
| Employer | Lightspeed |
|---|---|
| Location | Northbrook, Illinois |
| Field | Engineering, Construction and Energy › Manufacturing and hardware engineering |
| Level | not stated |
| Source category | Engineering, Engineering |
| Posted | 2026-09-30 (41 days ago) |
| Work arrangement | On-site at the location listed |
| Pay | Not published in the source listing |
LightSpeed Build Technologies is revolutionizing the construction industry through AI-powered robotics. Our flagship systems—BRUTE for automated wall panel manufacturing and DEX for on-site collaborative construction—are addressing the global housing crisis by delivering unprecedented speed, precision, and affordability in homebuilding.
As a Robot Learning Engineer, you will teach our robots to perform complex manipulation tasks from human demonstration. You will own the path from demonstration to deployed behavior: building the teleoperation systems that capture how skilled people do the work, turning that data into trained policies, and proving those policies on real robots with dexterous hands and custom tooling. You'll also shape how we learn from video of people doing the work itself. This role is hands-on, fast-moving, and measured by one thing: robots that reliably do the job.
Build and improve teleoperation pipelines using leader arms for bulk arm motion and VR hand tracking for fine, finger-level interaction
Retarget human hand motion to a dexterous robot hand, developing in simulation first and validating on hardware
Design data collection protocols so demonstrations are consistent, well-structured, and train well
Define what data is worth collecting and how much, and guide technicians who run collection sessions
Train and fine-tune manipulation policies using imitation learning and vision-language-action (VLA) models
Choose policy architectures and action representations suited to multi-step, contact-rich tasks
Combine teleoperation data with human demonstration video to improve policies
Iterate quickly from data to trained policy to real-robot trial
Define and run evaluation protocols on real robots, measuring success rate per task step
Diagnose failures across data, model, and hardware, and fix the right one
Deploy policies on robots with ROS2-based control and optimize inference for real-time performance
Work with integration engineers to run policies across a full task sequence
Define dataset formats and data quality standards for training
Supervise external partners who build data pipeline infrastructure and label human demonstration video, and set specs and accept deliveries
Prototype extraction of useful training signals from egocentric (head-mounted camera) video in-house before scaling it out
3+ years of hands-on experience in robot learning, ML for robotics, or closely related production ML
Experience training policies from demonstrations on physical robots using imitation learning (e.g., ACT, Diffusion Policy, or similar)
Experience collecting teleoperation or demonstration data for robot learning
Strong PyTorch skills and experience running training, evaluation, and debugging end to end
Track record of evaluating models in the real world and diagnosing failures
Strong Python; working C++
Experience with ROS or ROS2 and real robot hardware
Understanding of manipulator kinematics and control fundamentals
Proficiency with Linux, Docker, and Git
MS or PhD in Robotics, Machine Learning, Computer Science, or a related field
Experience fine-tuning VLA or foundation models for robot control
Experience with dexterous hands, VR hand tracking, or motion retargeting
Experience building or using leader-follower teleoperation systems
Experience learning from human video or egocentric data
Experience building and maintaining large-scale robotics datasets
Robotics simulation experience with MuJoCo, Isaac Sim, or similar
Experience with robot learning datasets and tooling (e.g., LeRobot, rosbag, MCAP)
Experience managing data vendors or labeling workflows
Background in manufacturing, industrial automation, or construction technology
Teach real robots to do skilled work that addresses the housing crisis
Own the full loop from human demonstration to deployed robot behavior
Work with dexterous hands, custom tooling, and human demonstration data at scale
Hands-on culture with direct access to robots, sensors, and manufacturing environments
Competitive compensation and comprehensive benefits
This position is at-will, meaning either you or the Company may terminate employment at any time, with or without cause or notice.
LightSpeed Build Technologies is an equal opportunity employer committed to building a diverse and inclusive workplace. We welcome candidates from all backgrounds and experiences.
Field: Engineering, Construction and Energy Sub-niche: Manufacturing and hardware engineering All jobs at Lightspeed Jobs in Illinois Jobs in Northbrook, IL Northbrook city guide Illinois state guide Cook County economy
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This is a — role in the Engineering, Construction and Energy field (Manufacturing and hardware engineering) at Lightspeed.
We could not match this job title to one occupation in the official wage statistics, so no pay estimate is shown. Pay is not in the source listing; ask the employer for the range and compare in the 240 job niches.
Estimate for a wage earner: 2026 federal brackets and standard deduction (IRS), Social Security 6.2% up to $184,500, Medicare 1.45% (+0.9% above $200,000 single / $250,000 married), and a state rate you set; set your own state tax rate. It ignores credits, pre-tax deductions, local taxes and benefits. Sources: IRS: tax year 2026 inflation adjustments · SSA wage base per Federal Register notice 2025-19763.
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The job is in Northbrook, IL. Below is what the official statistics say about living and working there.
How Northbrook compares. Among the 100 largest places in Illinois, Northbrook is #54 by population, #100 for rent (#1 = cheapest), #3 for household income (#1 = highest), #3 for college degrees (#1 = most). Its county, Cook County, is #2 of 102 counties for average pay ($86,931).
Northbrook has 34,585 residents (ACS 2020–2024), about 0.3% of the population of Illinois. It covers 13 square miles of land, which works out to roughly 2,611 people per square mile. The median age is 49.6, 27% older than the state median (49.6 against 39.0).
The median gross rent is $2,463 a month (rent plus utilities), 93% above the state median ($2,463 against $1,274). Over a year that is 18.7% of the median household income. US housing guidance treats housing as affordable when it takes 30% of income or less, so the typical household is under that line. The median home value is $652,300, which is 4.1 times the median household income ($157,782). 87.2% of households own their home, 30% above the state average (87.2% against 67.1%).
The Chicago-Naperville-Elgin, IL-IN metropolitan area has 4,513,280 jobs in the BLS wage survey, and the median pay across all occupations is $54,720 a year, 7% above the national median ($54,720 against $50,980). The biggest occupation groups are office and administrative support (488,940 jobs, median $48,840); transportation and material moving (484,580 jobs, median $45,920); management (404,010 jobs, median $131,890). The area is most specialised in management (1.2 times) and transportation and material moving (1.2 times), where the share of workers is above the national share. The best-paying groups with at least 5,000 jobs are management ($131,890) and legal ($112,440). In 2026M09 the unemployment rate of Cook County was 4.7%. 59.2% of residents aged 16 and over are in the labour force. The city lies in Cook County; its jobs, pay by industry and GDP are on the county page.
Among workers, 53.8% drive alone, 5.8% use public transit, 2.0% walk, 32.4% work from home. 20.7% of workers commute 45 minutes or more, 5% above the state average (20.7% against 19.7%). Remote work is more common than in the state as a whole, which widens the set of employers a resident can work for without moving.
72.6% of adults aged 25 and over hold a bachelor's degree or higher, 92% above the state share (72.6% against 37.9%). 20.7% of residents were born outside the United States, 40% above the state share (20.7% against 14.8%). The poverty rate is 4.3%, 63% below the state rate (4.3% against 11.8%).
The warmest month is Jul, averaging 74°F (23.5°C), and the coolest is Jan at 22°F (-5.6°C). About 984 mm (39 inches) of precipitation falls in a year; May is the wettest month (120 mm) and Jan the driest (44 mm). These values come from NASA satellite-based climatology on a grid of about 50 km, so they describe the wider area, not a weather station in the city.
Closest cities in this guide: Glenview (3 miles, rent 13% lower); Highland Park (4 miles, rent 22% lower); Wheeling (4 miles, rent 32% lower); Morton Grove (6 miles, rent 12% lower). Rent differences are against Northbrook; use the Compare tab to put any two cities side by side.
Full guide to Northbrook →Illinois guideAll jobs in Northbrook
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We could not match this title to one occupation, so here are the other sub-niches in Engineering, Construction and Energy, where your skills may carry over:
Construction and field engineering (462) Energy and utilities (625)
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A private-sector role in engineering, construction and energy (manufacturing and hardware engineering) listed 41 days ago. The full description is on this page and on the employer's page.
Northbrook, IL.
Use the "View this job and apply on the employer's page" button. AtiveSite does not receive applications.
The listing does not publish pay, and we could not match the title to one official occupation.
Median rent in Northbrook is $2,463 a month and median household income $157,782 (ACS 2020–2024).
It was posted on 2026-09-30 (41 days ago). Jobs older than 90 days are not shown.
Yes: browse manufacturing and hardware engineering jobs in Illinois.
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