Full-Time

Artificial Intelligence & Machine Learning Engineer

Updated on 9/4/2026

Lightspeed

Lightspeed

1,001-5,000 employees

Cloud-based POS and payments for SMBs

No salary listed

Northbrook, IL, USA

In Person

Master's, PhD

Category
AI & Machine Learning (2)
,
Required Skills
Python
TensorFlow
CUDA
Git
PyTorch
Machine Learning
MLflow
Data Engineering
A/B Testing
Docker
C/C++
Robotics
DevOps
Computer Vision
Linux/Unix
Reinforcement Learning

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Requirements
  • At least 4 years of hands-on machine learning engineering experience building and deploying production models.
  • Deep proficiency with PyTorch or TensorFlow for model development and training.
  • Strong computer vision experience in object detection, segmentation, depth estimation, or 3D vision.
  • Understanding of reinforcement learning, imitation learning, or robot learning approaches.
  • Experience optimizing machine learning models for edge deployment using TensorRT, ONNX, or quantization.
  • Strong Python programming skills and experience with C++ for performance-critical components.
  • Experience with machine learning infrastructure, including data pipelines, experiment tracking, and model serving.
  • Proficiency with Linux, Docker, Git, and continuous integration and continuous deployment workflows.
  • Understanding of real-time system constraints for machine learning inference in production.
Responsibilities
  • Design, train, and deploy machine learning models for robotic control, quality prediction, and process optimization.
  • Develop reinforcement learning and imitation learning systems for robot task planning.
  • Build predictive maintenance models using sensor data to anticipate equipment failures.
  • Implement anomaly detection for real-time quality monitoring during automated assembly.
  • Optimize model inference for edge deployment on GPU-accelerated hardware in production.
  • Develop deep learning pipelines for object detection, segmentation, and pose estimation.
  • Build real-time vision systems for robotic guidance, workpiece tracking, and dimensional verification.
  • Implement 3D point cloud processing for construction material recognition.
  • Design and train models for visual quality inspection using depth cameras and industrial imaging.
  • Build machine learning data pipelines from sensor acquisition through model training and deployment.
  • Establish data labeling, versioning, and management workflows for training datasets.
  • Implement model monitoring, A/B testing, and continuous improvement in production.
  • Design experiment tracking and reproducibility infrastructure using MLflow and Weights & Biases.
  • Integrate machine learning models with ROS2-based robot control for real-time inference.
  • Optimize models for NVIDIA Jetson, industrial PCs, and edge computing platforms.
  • Collaborate with robotics engineers on sensor selection, placement, and calibration.
  • Support scaling machine learning systems across multiple production cells and sites.
Desired Qualifications
  • An MS or PhD in Machine Learning, Computer Science, Robotics, or a related field.
  • Experience with robotics simulation using MuJoCo, IsaacSIM, or similar tools.
  • Background in manufacturing, industrial automation, or construction technology.
  • Experience with ROS or ROS2 integration for machine-learning-powered robotics.
  • Published research or patents in computer vision, robot learning, or related machine learning.
  • Experience with the NVIDIA ecosystem, including CUDA, cuDNN, TensorRT, and Jetson platforms.

Lightspeed provides subscription-based software and payment solutions for small and medium-sized retailers and restaurants. Its cloud-based platform combines point-of-sale, inventory, CRM, loyalty, analytics, and payments into an integrated system usable across stores, websites, and mobile apps. The product works by serving as a single, multi-channel suite that handles sales, inventory, orders, and customer data, with payments processed within the same platform. Lightspeed differentiates itself by offering a broad, unified platform for both retail and hospitality with global reach, reducing the need for separate point solutions. The company's goal is to help SMBs grow by simplifying operations, improving customer engagement, and increasing revenue through a scalable, technology-driven model.

Company Size

1,001-5,000

Company Stage

IPO

Headquarters

Montreal, Canada

Founded

2005

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Simplify Jobs

Simplify's Take

What believers are saying

  • September 3, 2026 ShipStation integration deepens fulfillment and makes stores serve online orders.
  • Fiscal 2026 revenue reached $1.227 billion, up 14%, with positive adjusted free cash flow.
  • July 2026 AI, Klaviyo, and Meta Conversions API launches improved marketing automation and conversion data.

What critics are saying

  • Bank of America kept a Sell rating on July 31, 2026; sentiment stays skeptical.
  • Lightspeed cut about 100 jobs in July 2026, including 10% of product and tech teams.
  • Shopify, Toast, and Square compress pricing; Lightspeed risks becoming a niche middle-tier platform by 2027.

What makes Lightspeed unique

  • Lightspeed spans retail, hospitality, golf, ecommerce, payments, and wholesale in 100 countries.
  • NuORDER by Lightspeed connects 4,000 brands and 100,000 vetted retailers for wholesale buying.
  • Ship-from-store, loyalty, and AI workflows sit inside one POS-and-payments platform.

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Benefits

Company Equity

Growth & Insights and Company News

Headcount

6 month growth

6%

1 year growth

6%

2 year growth

0%
Newswire
Sep 3rd, 2026
Lightspeed and ShipStation partner to Unify in-store and online fulfillment.

Lightspeed and ShipStation partner to Unify in-store and online fulfillment. Sep 03, 2026, 08:00 ET New integration brings leading shipping technology into the Lightspeed platform, streamlining operations and enabling more flexible customer experiences MONTREAL, Sept. 3, 2026 /CNW/ - Lightspeed Commerce Inc. (NYSE: LSPD) (TSX: LSPD) ("Lightspeed" or the "Company"), the unified omnichannel platform powering ambitious retail, golf and hospitality businesses in over 100 countries, today announces the launch of a new integration with ShipStation, a leading intelligent shipping and logistics platform. The partnership enhances the integration of ShipStation's industry-leading shipping capabilities directly into the Lightspeed ecosystem, enabling retailers to manage, automate, and scale fulfillment from a single platform. With ShipStation connected directly into the Lightspeed POS and ecommerce platforms, retailers gain access to shipping infrastructure without the need for additional systems or disconnected workflows. Orders flow smoothly between platforms, enabling merchants to manage fulfillment with greater speed, accuracy, and control. With Lightspeed and ShipStation, merchants can: * Unify fulfilment across all channels to save time and reduce manual work with automated shipping decisions * Compete with ecommerce leaders by offering flexible, convenient fulfillment options * Increase conversion by automatically selecting the fastest or most cost-effective shipping option for every order "At Lightspeed, we're focused on helping retailers capture every possible sale," said Dax Dasilva, Founder and Chief Executive Officer at Lightspeed. "By partnering with ShipStation, we're bringing best-in-class fulfillment technology directly into our platform so merchants can simplify shipping, automate decisions, and deliver the kind of seamless post-purchase experience that turns one-time buyers into loyal ones." "Shipping has the power to make or break the customer experience," said Matt Norman, VP of Partnerships Management at ShipStation Global. "With Lightspeed, we're going beyond faster delivery, giving merchants the ability to ship from store and fulfill online orders from in-store inventory, so every location becomes a fulfillment asset and customers get what they need, wherever they shop." These capabilities are powered by ShipStation's global carrier network, intelligent automation rules, and a centralized view of all orders across in-store and online channels. By unifying order and fulfillment data, Lightspeed and ShipStation create a single source of truth for retail operations. For multi-location retailers, this means greater visibility and more consistent execution across every store. With fulfillment built directly into the point of sale, and automated tax calculations, retailers can deliver a streamlined sell anywhere, fulfill anywhere experience without added complexity, avoiding lost sales. The ShipStation integration is now available to eligible Lightspeed Retail merchants. To learn more, visit www.lightspeedhq.com/integrations/shipstation. About Lightspeed Lightspeed is the POS and payments platform powering businesses at the heart of communities in over 100 countries. As the partner of choice for ambitious retail, golf and hospitality entrepreneurs, Lightspeed helps businesses accelerate growth, deliver exceptional customer experiences, and run smarter across all channels and locations. With fast, flexible omnichannel technology, Lightspeed brings together point of sale, ecommerce, embedded payments, inventory, reporting, staff and supplier management, financial services, and an exclusive wholesale retail network. Backed by insights, and expert support, Lightspeed helps businesses run more efficiently and focus on what they do best. Founded in Montréal, Canada in 2005, Lightspeed is dual-listed on the New York Stock Exchange and Toronto Stock Exchange (NYSE: LSPD) (TSX: LSPD), with teams across North America, Europe, and Asia Pacific. About ShipStation Every day, tens of thousands of ecommerce businesses rely on ShipStation to solve the day-to-day challenges of importing orders and processing shipments. Since 2011, ShipStation's online shipping solution has helped businesses scale and deliver exceptional customer experiences-wherever they sell and however they ship. The multi-channel and multi-carrier platform offers over 400 integrations and partnerships with leading shopping carts, marketplaces, carriers, and fulfillment services, including USPS, UPS, FedEx, GlobalPost, Amazon, Shopify, and BigCommerce. ShipStation is part of ShipStation Global, the #1 intelligent logistics platform powering millions of businesses and billions of shipments annually. Learn more at www.shipstation.com Forward-Looking Statements This news release may include forward-looking information and forward-looking statements within the meaning of applicable securities laws ("forward-looking statements"), including information regarding Lightspeed's partnerships and product offerings. Forward-looking statements are statements that are predictive in nature, depend upon or refer to future events or conditions and are identified by words such as "will", "expects", "anticipates", "intends", "plans", "believes", "estimates" or similar expressions concerning matters that are not historical facts. Such statements are based on current expectations of Lightspeed's management and inherently involve numerous risks and uncertainties, known and unknown, including economic factors. A number of risks, uncertainties and other factors may cause actual results to differ materially from the forward-looking statements contained in this news release, including, among other factors, those risk factors identified in our most recent Management's Discussion and Analysis of Financial Condition and Results of Operations, under "Risk Factors" in our most recent Annual Information Form, and in our other filings with the Canadian securities regulatory authorities and the U.S. Securities and Exchange Commission, all of which are available under our profiles on SEDAR+ at www.sedarplus.com and on EDGAR at www.sec.gov. Readers are cautioned to consider these and other factors carefully when making decisions with respect to Lightspeed's subordinate voting shares and not to place undue reliance on forward-looking statements. Forward-looking statements contained in this news release are not guarantees of future performance and, while forward-looking statements are based on certain assumptions that Lightspeed considers reasonable, actual events and results could differ materially from those expressed or implied by forward-looking statements made by Lightspeed. Except as may be expressly required by applicable law, Lightspeed does not undertake any obligation to update publicly or revise any such forward-looking statements, whether as a result of new information, future events or otherwise. SOURCE Lightspeed Commerce Inc. For further information: Lightspeed Media Relations: [email protected]; Lightspeed Investor Relations: Gus Papageorgiou, [email protected]

Newswire
Aug 25th, 2026
Lightspeed Commerce appoints technology industry veteran Rupal Hollenbeck to Board of Directors.

Lightspeed Commerce appoints technology industry veteran Rupal Hollenbeck to Board of Directors. Aug 25, 2026, 07:00 ET Ms. Hollenbeck brings 30 years of global technology and go-to-market leadership experience to help advance Lightspeed's strategy and profitable growth MONTREAL, Aug. 25, 2026 /CNW/ - Lightspeed Commerce Inc. (NYSE: LSPD) (TSX: LSPD) ("Lightspeed" or the "Company"), the unified omnichannel platform powering ambitious retail, golf, and hospitality businesses in over 100 countries, today announced the appointment of Rupal Hollenbeck to its Board of Directors, effective October 1, 2026. "I'm delighted to join the Lightspeed Board at such an exciting time in the Company's journey," said Rupal Hollenbeck. "Lightspeed has built a differentiated platform for ambitious independent businesses around the world, and I look forward to drawing upon my global technology track record and go-to-market expertise to help the Company realize its full potential, and create long-term value for its shareholders." Hollenbeck is a technology industry leader with 30 years of experience across hardware, software, and services, with a track record of building and transforming brands and businesses across global and local markets. Hollenbeck currently serves as the President and Chief Business Officer of NextSilicon, a leader in next-generation computing solutions for AI and high-performance computing. Prior, Hollenbeck served as President and Chief Commercial Officer of Check Point Software Technologies, where she led global go-to-market operations. She has also served as Chief Marketing Officer at Cerebras Systems and Oracle, and held senior sales, marketing, and general management roles at Intel, including leadership positions in the data center business and across the Asia-Pacific region. She currently serves on the Board of Directors of Cequence Security, a privately owned enterprise software security company. "Rupal's combination of operating leadership, commercial expertise, and global perspective will be an invaluable addition to our Board," said Manon Brouillette, Executive Chair of Lightspeed's Board. "Her experience scaling technology businesses and building high-performing, global go-to-market organizations sets her up extremely well to add immediate value to Lightspeed as we execute our strategy and continue to deliver profitable growth for our shareholders." Simultaneously, Lightspeed announced that Nathalie Gaveau will step down from the Company's Board of Directors, effective September 30, 2026. Lightspeed thanks Gaveau for her valuable contributions and dedicated service to the Board. About Lightspeed Lightspeed is the POS and payments platform powering businesses at the heart of communities in over 100 countries. As the partner of choice for ambitious retail, golf and hospitality entrepreneurs, Lightspeed helps businesses accelerate growth, deliver exceptional customer experiences, and run smarter across all channels and locations. With fast, flexible omnichannel technology, Lightspeed brings together point of sale, ecommerce, embedded payments, inventory, reporting, staff and supplier management, financial services, and an exclusive wholesale retail network. Backed by insights, and expert support, Lightspeed helps businesses run more efficiently and focus on what they do best. Founded in Montréal, Canada in 2005, Lightspeed is dual-listed on the New York Stock Exchange and Toronto Stock Exchange (NYSE: LSPD) (TSX: LSPD), with teams across North America, Europe, and Asia Pacific. Forward-Looking Statements This news release may include forward-looking information and forward-looking statements within the meaning of applicable securities laws ("forward-looking statements"), including information regarding the composition of Lightspeed's board of directors. Forward-looking statements are statements that are predictive in nature, depend upon or refer to future events or conditions and are identified by words such as "will", "expects", "anticipates", "intends", "plans", "believes", "estimates" or similar expressions concerning matters that are not historical facts. Such statements are based on current expectations of Lightspeed's management and inherently involve numerous risks and uncertainties, known and unknown, including economic factors. A number of risks, uncertainties and other factors may cause actual results to differ materially from the forward-looking statements contained in this news release, including, among other factors, those risk factors identified in our most recent Management's Discussion and Analysis of Financial Condition and Results of Operations, under "Risk Factors" in our most recent Annual Information Form, and in our other filings with the Canadian securities regulatory authorities and the U.S. Securities and Exchange Commission, all of which are available under our profiles on SEDAR+ at www.sedarplus.com and on EDGAR at www.sec.gov. Readers are cautioned to consider these and other factors carefully when making decisions with respect to Lightspeed's subordinate voting shares and not to place undue reliance on forward-looking statements. Forward-looking statements contained in this news release are not guarantees of future performance and, while forward-looking statements are based on certain assumptions that Lightspeed considers reasonable, actual events and results could differ materially from those expressed or implied by forward-looking statements made by Lightspeed. Except as may be expressly required by applicable law, Lightspeed does not undertake any obligation to update publicly or revise any such forward-looking statements, whether as a result of new information, future events or otherwise. SOURCE Lightspeed Commerce Inc. For further information: Lightspeed Media Relations: [email protected]; Lightspeed Investor Relations: Gus Papageorgiou, [email protected]

SalesTech Star
Aug 25th, 2026
Lightspeed Commerce appoints technology industry veteran Rupal Hollenbeck to Board of Directors.

Lightspeed Commerce appoints technology industry veteran Rupal Hollenbeck to Board of Directors. Ms. Hollenbeck brings 30 years of global technology and go-to-market leadership experience to help advance Lightspeed's strategy and profitable growth. Lightspeed Commerce Inc., the unified omnichannel platform powering ambitious retail, golf, and hospitality businesses in over 100 countries, announced the appointment of Rupal Hollenbeck to its Board of Directors, effective October 1, 2026. "I'm delighted to join the Lightspeed Board at such an exciting time in the Company's journey," said Rupal Hollenbeck. "Lightspeed has built a differentiated platform for ambitious independent businesses around the world, and I look forward to drawing upon my global technology track record and go-to-market expertise to help the Company realize its full potential, and create long-term value for its shareholders." Hollenbeck is a technology industry leader with 30 years of experience across hardware, software, and services, with a track record of building and transforming brands and businesses across global and local markets. Hollenbeck currently serves as the President and Chief Business Officer of NextSilicon, a leader in next-generation computing solutions for AI and high-performance computing. Prior, Hollenbeck served as President and Chief Commercial Officer of Check Point Software Technologies, where she led global go-to-market operations. She has also served as Chief Marketing Officer at Cerebras Systems and Oracle, and held senior sales, marketing, and general management roles at Intel, including leadership positions in the data center business and across the Asia-Pacific region. She currently serves on the Board of Directors of Cequence Security, a privately owned enterprise software security company. "Rupal's combination of operating leadership, commercial expertise, and global perspective will be an invaluable addition to our Board," said Manon Brouillette, Executive Chair of Lightspeed's Board. "Her experience scaling technology businesses and building high-performing, global go-to-market organizations sets her up extremely well to add immediate value to Lightspeed as we execute our strategy and continue to deliver profitable growth for our shareholders." Simultaneously, Lightspeed announced that Nathalie Gaveau will step down from the Company's Board of Directors, effective September 30, 2026. Lightspeed thanks Gaveau for her valuable contributions and dedicated service to the Board.

Lynked
Aug 17th, 2026
Lynked Lightspeed X-Series Integration: Loyalty That Drives Customer Retention

News and Insights Lynked Lightspeed X-Series integration: loyalty that drives customer retention. Customer loyalty has evolved far beyond rewarding purchases. Today's retailers need to understand what keeps customers coming back, which promotions influence buying behaviour and where opportunities exist to increase customer lifetime value. Integrated with Lightspeed X-Series, Lynked gives retailers that visibility. Every purchase contributes to a richer understanding of customer behaviour, helping businesses measure customer retention, identify purchasing trends and build loyalty campaigns that deliver measurable commercial results. Retailers using Lynked are already seeing what this looks like in practice. Turn customer retention into A measurable KPI. Every retailer wants customers to return, but without the right insight it's difficult to understand whether a loyalty programme is genuinely influencing behaviour. Integrated with Lightspeed X-Series, Lynked tracks every customer interaction automatically, allowing retailers to measure repeat visits, purchase frequency and long-term customer engagement from a single dashboard. Repeat customer rates measure the percentage of customers who return to make another purchase, making them one of the clearest indicators of customer loyalty and long-term engagement. Rates reached as high as 85.5%, while another retail network achieved 80.9%. Customer loyalty remained consistently strong, with 74.4% of registered customers returning to shop again and averaging more than nine visits each. These insights allow businesses to move beyond simply counting loyalty members. Instead, retailers can identify which customers are becoming regular visitors, recognise those beginning to disengage and make informed decisions to strengthen long-term retention. Loyalty rewards that deliver results. Reward engagement is one of the clearest indicators of whether a loyalty programme is influencing customer behaviour. Because Lynked is fully integrated with Lightspeed X-Series, points, digital vouchers and stamp rewards are issued automatically at the point of sale and stored within the customer's app, creating a seamless experience from purchase through to redemption. Customer engagement reflected this. One retail network achieved a voucher redemption rate of 76.5%, while another maintained a redemption rate of 65.4% across a large multi-site estate. Together, customers redeemed almost 100,000 vouchers during the reporting period. Lynked gives retailers complete visibility over reward performance, making it easy to understand which campaigns encourage repeat visits and which incentives generate the strongest customer engagement. With automated push notifications reminding customers about available rewards, businesses can encourage redemption without creating additional work for store teams. Understand your most valuable customers. Not every loyal customer behaves the same way. Some customers visit frequently with smaller basket values. Others make fewer purchases but contribute significantly more revenue over time. Understanding the difference allows retailers to communicate more effectively and build campaigns around real customer behaviour rather than assumptions. Through integrated buying data, Lynked automatically builds detailed customer profiles that highlight purchasing frequency, visit history and spending patterns. This makes it easy to identify loyal regulars, recognise high-value customers and create targeted campaigns based on how customers actually shop. Instead of sending every promotion to every loyalty member, retailers can personalise offers using meaningful customer insight. Build smarter promotions using buying behaviour. Blanket promotions often reward customers who were already planning to buy. Integrated buying data makes it possible to take a much more targeted approach. Using Lynked's Lightspeed X-Series integration, retailers gain clear visibility into recurring purchasing behaviour. Using Lynked's Lightspeed X-Series integration, retailers gain clear visibility into recurring purchasing behaviour. Recurring purchase products consistently delivered the strongest performance, helping retailers identify where targeted loyalty campaigns can have the greatest commercial impact. Retailers can then create SKU-level promotions, member pricing, digital stamp cards and targeted vouchers directly through Lynked, all integrated with Lightspeed X-Series. Every campaign is measurable, allowing businesses to understand exactly how promotions influence customer behaviour and refine future campaigns using real purchasing data rather than guesswork. Measure growth beyond customer sign-ups. Acquiring loyalty members is only the first step. The real value lies in turning those members into repeat customers. Using Lynked's integrated reporting, retailers can see how customer behaviour evolves over time. One retail network saw returning customers grow from just 11.2% of active customers during launch to 96.3% as the programme matured, demonstrating how loyalty shifted from acquiring new members to encouraging repeat purchasing. A second established retail network maintained a returning customer base of almost 90%, proving that engagement can be sustained long after launch. These insights help retailers understand whether campaigns are creating lasting customer relationships rather than simply generating short-term transactions. Connect your loyalty programme across every sales channel. Today's customers don't only shop in-store. Many expect to browse, purchase and engage with your business across both physical locations and your online store. Without an integrated loyalty programme, these journeys are often disconnected, making it difficult to understand true customer value. Lynked integrates with leading eCommerce platforms, allowing retailers to connect their online store with their in-store loyalty programme. Customers earn and redeem rewards seamlessly across every channel, while businesses gain a single view of customer behaviour regardless of where purchases take place. The commercial impact is clear. Customers shopping both online and in-store generated more than six times the revenue and visited over four times more frequently than customers using a single sales channel. By combining in-store and online buying data, retailers can build more personalised campaigns, better understand customer lifetime value and deliver a consistent loyalty experience across every touchpoint. To see the full range of POS, eCommerce and technology partners that integrate with Lynked, visit its Integrations page. Turn customer insight into long-term growth. Every retailer has access to transaction data. What they don't always have is visibility into the customer behaviour behind it. That's exactly what Lynked delivers. Integrated with Lightspeed X-Series, Lynked combines loyalty, customer insights and real-time reporting to help retailers understand buying behaviour, measure campaign performance and make more informed commercial decisions. Combined with Lynked's growing range of POS, eCommerce and technology integrations, retailers can create a connected loyalty experience that grows alongside their business. If you're looking to get more from your Lightspeed X-Series POS, book a demo with Lynked to see how integrated loyalty can help your business grow.

ZURB
Aug 12th, 2026
Cursor's Adam Ward: kill the "funnel of doom" and go name the ten people you want.

Cursor's Adam Ward: kill the "funnel of doom" and go name the ten people you want. Traditional hiring funnels are failing, prompting leaders to identify and pursue specific talent directly, prioritize work-life balance for retention, and leverage social reach over resumes for impactful hires. By Ray with my favorite human, Benjamin Scott. News Brief, Aug 12, 2026 The way you find, keep, and grow product talent shifted this year, and not in one clean direction. A top recruiter is telling founders to throw out the funnel. A London house is betting founders build better when they sleep. A VC just hired a creator out of an Instagram DM. Different moves, one thread: the old scripts for building a team stopped working. Let me catch you up. The deep cut. * Talent chases a person, not a posting. Cursor's Adam Ward calls the inbound funnel the "funnel of doom" and works backward from named people. * Balance is a retention strategy, not a perk. Lift House screens founders for a hobby and fitness to keep them from burning out and leaving. * Reach beats resume for finding people. Lightspeed hired Claire Zau off a DM because 250,000 followers signal a live audience. The funnel is where good hires go to die. Adam Ward, head of talent at Cursor, calls the standard inbound pipeline the "funnel of doom". You post a role, sort a pile of applicants, and settle for the best of who showed up. That is a filter for people who were available, not people who were great. His fix is a three-step loop: scope the role tightly, map the specific humans who could do it, then pursue them without giving up. It flips the work. Instead of screening a crowd, you name the ten people you actually want and go earn them. That takes more time up front and fewer, sharper conversations. For a lead, it means your recruiter's job is research and outreach, not inbox triage. Build so people stay, not so they crack. Six founders in East London built Lift House as the anti-San Francisco hacker house. No 72-hour sprints, no Demo Day countdown. They journal on Sundays, play volleyball on Tuesdays, and to even get in you have to show a hobby outside your company and an interest in fitness. Rowan Aldean's line: "build something that lasts, not necessarily burn out chasing a flash." Treat that as a hiring bar, not a wellness poster. They screen for a life outside work because a person with one lasts longer. John Cutler makes the operating version of this point: the best teams run on "a strong bias for action" and steady tempo, not heroics. A team sprinting flat out is a team you will be backfilling in six months. The DM is the new resume. Lightspeed hired Claire Zau, a creator with over 250,000 Instagram followers, after a direct message. The firm wanted her reach into founders and tech-curious people, and something else: real feedback. Zau said cutting checks on AI felt easy inside the Valley bubble, then she posted about it and learned Gen Z was "quite anti-AI." Call it humbling. It is also a signal you cannot get from a portfolio. The catch is you are hiring an audience, and audiences move. But the lesson holds for your own team. Where a candidate has traction, in a community, a repo, a following, tells you things a resume hides. The pull you can't build with money. Ward's whole model rests on a company being worth chasing. Lift House keeps people by giving them a life. Lightspeed built a media presence so founders come to them. All three are working the same lever: be the place talent wants to be, then the recruiting gets easier. Torres shows the flip side, retention through growth. After breaking her ankle, Teresa Torres went from using ChatGPT "as Google" to shipping a live AI product in three weeks. People stay where they are learning fast. If your team has stalled, that is a leaving risk, whether or not anyone has said it out loud. Three questions for your team. * For your next open role, can your recruiter name the ten specific people they want, or are they still sorting inbound? If it is inbound, you are fishing in the funnel of doom. * What in your team's week signals that a life outside work is expected, not tolerated? If the honest answer is nothing, you are training people to leave. * Where would you spot a strong candidate's real traction, and are you looking there, or only at resumes?