Farsight Vision

About us

Farsight Vision converts flight footage into digital 2D and 3D twins for real-time intelligence in GNSS-denied environments, making analytics and situational awareness convenient and accessible while saving time and effort. We create multi-layered digital twins of terrain with dynamic tracking and object/landscape monitoring and predicting.

As a Computer Vision Engineer focused on Visual Place Recognition (VPR), you will own the models and pipelines that answer a critical question in the field: where are we? You will research, train, and ship VPR systems that work under viewpoint change, illumination shift, seasonal variation, and degraded imagery typical of real operations — not only clean academic benchmarks.

If you thrive in startup environments, are proactive, and enjoy turning research into reliable production systems, this role is a chance to shape core localization capability for a defense-tech platform used in live operations.

Responsibilities

• Own Visual Place Recognition end-to-end: problem framing, dataset curation, training, evaluation, and deployment into the FSV Platform.
• Design, train, and iterate on VPR models and retrieval pipelines — global descriptors, local feature matching, and hybrid approaches as the task requires.
• Work with and extend modern VPR / visual localization methods (for example NetVLAD, MixVPR, CosPlace, EigenPlaces, AnyLoc, DINOv2-based descriptors, SuperPoint / SuperGlue / LightGlue-style matching) and know when classical or learning-based methods fit better.
• Build robust training pipelines: data prep, augmentations for domain shift, hard-negative mining, loss design, hyperparameter search, and reproducible experiment tracking.
• Evaluate models beyond top-line recall — failure modes under night, blur, compression, seasonal change, and map–query domain gap; define metrics that matter for field use.
• Package and serve models for production inference (GPU and constrained / edge settings when needed), working with backend and MLOps on versioning, monitoring, and redeployment.
• Collaborate with backend, geospatial, and field teams to integrate VPR into mapping, localization, and digital-twin workflows.
• Use AI coding tools daily, and review, test, and stand behind every line and every model that ships.
• Run small PoCs on new architectures or training recipes, measure them honestly, and bring the team a reasoned recommendation.

Requirements

• 3+ years in computer vision / deep learning for real products or research transferred to production.
• Strong Python and hands-on experience with PyTorch (or equivalent) for training and debugging vision models.
• Proven experience with Visual Place Recognition, visual localization, image retrieval, or closely related geo-localization / SLAM-adjacent perception.
• Ability to train and fine-tune VPR / retrieval models from scratch or from public checkpoints: datasets, losses, mining strategies, and evaluation protocols (e.g. recall@N, precision–recall under realistic splits).
• Working knowledge of modern VPR and matching literature and the judgment to pick methods for viewpoint, appearance, and domain shift — not only recreate paper numbers.
• Experience with large-scale feature indexes / ANN search (FAISS or similar) and practical retrieval system design.
• Solid understanding of CNN and transformer backbones, representation learning, and metric learning.
• Comfort debugging models and data issues that show up in the field (noisy labels, distribution shift, rare failure cases).
• Experience in a fast-paced environment with high ownership and ambiguous requirements.

Nice to have

• Published work or strong open-source contributions in VPR, visual localization, or image retrieval.
• Multi-view geometry, SfM / SLAM, or photogrammetry experience (COLMAP, OpenMVG, etc.).
• Geospatial stack: georeferencing, map alignment, GDAL, orthophotos, point clouds.
• Model optimization for deployment: ONNX, TensorRT, quantization, distillation.
• Video / sequential place recognition, temporal consistency, or map maintenance over time.
• Experience with aerial / drone imagery and GNSS-denied or contested environments.
• CUDA and GPU training at scale.
• Defense tech or dual-use background.

Security Eligibility

Our platform is actively used by the Armed Forces in live operations. As an Estonian-Ukrainian defense technology company handling sensitive operational data, we have a responsibility — legal, ethical, and practical — to ensure the integrity of everyone on our team.

All candidates must be able to confirm the following:

• Neither you nor your close relatives (parents, spouse, siblings, children) reside in Russia, Belarus, or temporarily occupied Ukrainian territories
• You have no regular personal, financial, business, or professional contact with individuals in those territories
• You consent to a deeper security verification if the process advances to later stages

If any of the above criteria are not met, please do not proceed with your application.

Why us

• With us, you will become part of a team of professionals who strive to contribute to the development of advanced technologies.
• We value teamwork and create an atmosphere of mutual support where everyone can unleash their potential.
• Flexible work schedule.
• Paid vacation and sick days.

Hiring process

1. Technical Interview (CV / VPR deep dive + practical discussion of training and evaluation).
2. PM & C-level management Interview.

About Farsight Vision:

Farsight Vision develops AI-powered geospatial intelligence solutions for defence and security operations. The platform transforms raw aerial and sensor data into real-time 3D environments, actionable analytics, and AI-assisted operational scenarios, enabling enhanced situational awareness, mission planning, and faster decision-making for both human operators and autonomous systems. We operate at the intersection of geospatial data, computer vision, and defense operations — and if that interests you, read on.

We are looking for a Robotics Engineer to own motion control for our unmanned ground vehicle (UGV) end-to-end — from control theory on paper to a robot that actually moves the way you designed it to. This is not a role for someone who wants control loops handed to them pre-tuned: you will design, implement, and validate them on hardware yourself.
 

Responsibilities:

• Implement navigation and control algorithms for different types of UGVs: differential drive, tracked wheels, Ackermann steering, etc.
• Design and implement control algorithms (PID and beyond) that translate navigation commands into reliable robot motion.
• Own the control stack end-to-end — from algorithm design through tuning and validation on the physical unit.
• Simulate physical driving for different types of wheels and terrains before deploying to hardware.
• Work closely with the Robotics team on actuator and sensor integration, since control quality is only as good as what it’s built on.
• Debug control issues that only show up in the field, not in simulation — this role is hands-on with the physical robot in Lviv.
• Collaborate with the Perception Engineer so control decisions correctly account for obstacle and environment data.
• Propose architecture and design decisions rather than waiting to be handed a fully-scoped ticket: this is a small team building a new capability almost no one in the Ukrainian market has shipped yet.

Requirements:

• Strong mathematical foundation: linear algebra, calculus, and the algorithmic thinking control systems are built on.
• Practical experience with control theory — PID control at minimum, ideally more advanced control approaches.
• Background in robotics, guidance, or navigation systems (e.g., autonomous vehicle guidance, drone terminal guidance, or similar).
• Experience with physics simulators (e.g. Gazebo, NVIDIA Isaac, MATLAB, Simulink), with the ability to simulate dynamic models and verify controller performance before deployment.
• Experience working with sensors such as IMU, LiDAR, etc.
• Knowledge of state estimation and filtering (e.g. Kalman filter, extended Kalman filter, complementary filter).
• Solid programming skills in C++ (and Python for prototyping).
• Good OOP skills — ability to write and design clean code that’s flexible to extend and maintain.
• Comfortable working close to hardware, not purely in a software abstraction layer.
• Upper-Intermediate+ English.

Nice to have:

• Experience with ROS/ROS2
• Path planning algorithms (A*, D*, RRT, etc.)
• Prior work on UAV or UGV guidance/navigation systems
• Defense-tech or military-tech industry exposure
• Embedded systems or hardware-adjacent experience

Security Eligibility:

Our platform is actively used by the Armed Forces in live operations. As an Estonian-Ukrainian defence technology company handling sensitive operational data, we have a responsibility — legal, ethical, and practical — to ensure the integrity of everyone on our team.

All candidates must be able to confirm the following:

Neither you nor your close relatives (parents, spouse, siblings, children) reside in Russia, Belarus, or temporarily occupied Ukrainian territories

You have no regular personal, financial, business, or professional contact with individuals in those territories

You consent to a deeper security verification if the process advances to later stages

If any of the above criteria are not met, please do not proceed with your application.

Why Farsight Vision

We are a startup operating under real-world conditions — our product is in active deployment, and the pace reflects that. We are not a company where you get to run the same experiment three times until it’s elegant — we need someone who wants to see their control loop working on a real robot within weeks, not quarters, and who is motivated by the fact that what you build here gets used, not shelved.

Flexible working hours. Paid vacation and sick leave. Direct access to founders and leadership.

Application Process:

• Apply with your CV and a brief cover letter explaining your interest and relevant experience
• Complete a short practical assignment involving a control/navigation problem drawn from our platform
• Interview with the Recruiter and Lead Robotics Engineer

About us: Farsight Vision converts flight footage into digital 2D and 3D twins for real-time intelligence in GNSS-denied environment, making analytics and situational awareness convenient and accessible while saving time and effort. We create multi-layered digital twins of terrain with dynamic tracking and object/landscape monitoring and predicting. We are looking for a Customer Support Manager who treats customer success as a personal responsibility. This role is for someone who genuinely cares about users, takes ownership of problems end-to-end, and consistently gets things done. You will work closely with clients, product, and internal teams to ensure our platform delivers real value in critical use cases. This is not a ticket-processing role - it’s about understanding context, anticipating issues, and proactively helping customers succeed. 

Requirements: 
- 2+ years in Account Management, Customer Success, or Client Relations (flexible for less, if you have real cases and strong motivation to make up for it). 
- Solid understanding of the B2B sales and client-success cycle: lead, demo, contract, onboarding, renewal. 
-Strong written and verbal communication – able to explain complex things simply and, just as important, able to listen. 
- Proactive by default: you see what needs to happen and do it, without being told twice. 
- Able to run multiple accounts and competing priorities at once without letting quality slip. 
- Willing to travel across Ukraine and work outside standard hours when the situation calls for it – if motivation to support the Defense Forces is real, it shows up here, not just in the interview. 
- Basic working experience with CRM tools, commercial proposals, and contracts. 

Responsibilities: 
- Own the full client lifecycle for assigned units: inbound request → product demo → contract signed → onboarding → active use → expanded use → license renewal. 
- Visit assigned units in the field one to two times a month, building direct relationships with the people who actually use the product, not just the people who signed for it. 
- Own account health end-to-end – track engagement, catch risk signals early, and escalate before a renewal is in danger, not after. 
- Draft commercial proposals and contracts, and keep account documentation current in the CRM. 
- Run onboarding for new units and train users hands-on until the product is actually part of how they work. 
- Тurn field feedback into structured input for product and R&D – conclusions, not raw complaints, so the same lesson doesn't get relearned from scratch every quarter. * Represent Farsight Vision at defense-tech events and industry gatherings. 

Would be a plus: 
- Experience with technical or complex B2B products 
- Experience in defense/miltech 
- Understanding of the structure of Ukraine's Defense Forces, or prior experience working with military units or volunteer organizations 
- Experience with defense-tech procurement, export controls, or military testing/certification processes 
-  English is not a hard requirement for this role, though comfort reading internal materials in English is a plus 

 Working terms 
Security Eligibility:
Our products are actively used by the Armed Forces in live operations. As an Estonian-Ukrainian defence technology company handling sensitive operational data, we have a responsibility – legal, ethical, and practical – to ensure the integrity of everyone on our team. 

All candidates must be able to confirm the following:
-  Neither you nor your close relatives (parents, spouse, siblings, children) reside in Russia, Belarus, or temporarily occupied Ukrainian territories 
- You have no regular personal, financial, business, or professional contact with individuals in those territories 
- You consent to a deeper security verification if the process advances to later stages If any of the above criteria are not met, please do not proceed with your application 

Application Process:
 1. Apply with your CV and a brief cover letter explaining your interest and relevant experience. 
2. Walk us through how you would handle a unit that went silent three weeks into onboarding – what would you check, who would you call? 
3. Interview with the Head of Account Management&Customer Support and relevant stakeholders.

About Farsight Vision

Farsight Vision develops AI-powered geospatial intelligence solutions for defence and security operations. The platform transforms raw aerial and sensor data into real-time 3D environments, actionable analytics, and AI-assisted operational scenarios, enabling enhanced situational awareness, mission planning, and faster decision-making for both human operators and autonomous systems. We operate at the intersection of geospatial data, computer vision, and defense operations – and if that interests you, read on.

We are looking for a Mechanical/Electrical Engineer to own our modules end-to-end: from tweaking the first prototype to a design that is ready for production. This is not a role for someone who waits for a fully specified drawing package. You will take a requirement, turn it into working hardware, break it in testing, and make it better.

Responsibilities

•       Build product prototypes, test them under real conditions, and iterate fast based on what the tests actually show, not what the model predicted

•       Design adapter plates, mounts and interfaces that integrate our hardware with partner and third-party products, making sure they fit, hold, and survive field use

•       Integrate robotics components (sensors, single-board computers, network equipment, batteries) into compact, reliable assemblies

•       Select power supplies and electrical components, design and assemble cable harnesses, solder and crimp connections, and test and troubleshoot electrical systems

•       Take designs from prototype to serial-production readiness: choose materials and manufacturing methods, simplify assembly, and remove what doesn't need to be there

•       Prepare and maintain design and technical documentation that a manufacturer can build from without calling you every day

•       Travel within Ukraine for testing, integration and work with manufacturers when the product needs you on site

Requirements

•       3+ years of experience in mechanical design of machine assemblies (from metal, plastic and rubber)  and integration of electrical systems

•       Deep understanding of strength of materials, joints, fasteners and connectors

•       Hands-on experience integrating robotics components: sensors, single-board computers, network hardware, batteries

•       Practical experience with 3D printing, casting, cutting and material processing

•       Proficiency in SolidWorks and Altium Designer (or equivalent tools)

•       Solid understanding of electrical schematics

•       Practical experience designing and testing electrical circuits, soldering, assembling cable harnesses, crimping and electrical troubleshooting

•       Experience working with design and technical documentation

•       Ability to work on site in our office/workshop in Lviv and travel across Ukraine; valid military registration documents that allow you to travel freely

•       Intermediate+ English

Nice to have

•       Experience designing hardware for defence, UAV, UGV or other unmanned systems

•       Experience preparing products for serial production with external manufacturers

•       Startup experience, where you were the person who made the prototype work, not the one who wrote the spec for it

Security Eligibility

Our platform is actively used by the Armed Forces in live operations. As an Estonian-Ukrainian defence technology company handling sensitive operational data, we have a responsibility – legal, ethical, and practical – to ensure the integrity of everyone on our team.

All candidates must be able to confirm the following:

•       Neither you nor your close relatives (parents, spouse, siblings, children) reside in Russia, Belarus, or temporarily occupied Ukrainian territories.

•       You have no regular personal, financial, business, or professional contact with individuals in those territories.

•       You consent to a deeper security verification if the process advances to later stages.

If any of the above criteria are not met, please do not proceed with your application.

Why Farsight Vision

We are a startup operating under real-world conditions – our product is in active deployment, and the pace reflects that. The hardware you design goes to the Defense Forces, so "good enough for now" and "good enough for the field" are different standards. We need someone who solves the problem in front of them with what is available, learns new tools and methods as the product demands, and cares more about the result than the process around it.

Flexible working hours. Paid vacation and sick leave. Direct access to founders and leadership.

Application Process

1. Apply with your CV and a brief cover letter explaining your interest and relevant experience.
2. Interview with the recruiter and technical team. 

Про Farsight Vision

Farsight Vision розробляє рішення геопросторової розвідки на основі штучного інтелекту для оборони та безпеки. Платформа перетворює необроблені аерофото- та сенсорні дані на 3D-середовища в реальному часі, практичну аналітику й операційні сценарії з підтримкою ШІ. Це посилює ситуаційну обізнаність, допомагає планувати місії та пришвидшує ухвалення рішень як для операторів, так і для автономних систем. Ми працюємо на перетині геопросторових даних, комп’ютерного зору та оборонних операцій – і якщо вам це цікаво, читайте далі.

Ми шукаємо старшого бухгалтера, який вестиме облік української та естонської юросіб так, щоб він був точним, вчасно закритим і готовим до будь-якого запитання – від CFO, аудитора чи партнера. Ви також будете серед тих, хто перебудовує наші фінансові процеси під час переходу на ERP. Ця роль не для того, хто чекає вказівок. Якщо звірка не сходиться, ви шукаєте причину, доки не знайдете.

Обов’язки

• Вести повний бухгалтерський облік і закриття місяця та року для української юрособи разом із нашим головним бухгалтером
• Підтримувати порядок в обліку естонської юрособи спільно з нашим аутсорсинговим бухгалтером в Естонії – надавати дані, перевіряти його роботу й швидко закривати відкриті питання
• Вести банківські операції, розрахунки з постачальниками й покупцями, виставлення рахунків і звірки в UAH, EUR та USD
• Вести облік внутрішньогрупових операцій і розрахунків між українською та естонською юрособами
• Вести облік основних засобів, нематеріальних активів і запасів
• Готувати декларації з ПДВ та іншу податкову звітність української юрособи у взаємодії з головним бухгалтером
• Щомісяця перевіряти оборотно-сальдову відомість, баланс, звіт про фінансові результати й головну книгу, готувати дані для управлінської звітності, прогнозів руху грошових коштів і бюджетів
• Перевіряти проведення з заробітної плати та грантів до закриття періоду, щоб до CFO доходили вже перевірені цифри
• Бути основною робочою контактною особою для аудиторів і податкових перевірок, готуючи документи ще до того, як їх запитають
• Активно долучатися до впровадження ERP – описувати процеси, переносити дані та стежити, щоб нова система відображала те, як ми справді працюємо

Вимоги

• Від 5 років досвіду в бухгалтерському обліку з підтвердженою відповідальністю за повний цикл обліку й закриття періоду, а не лише виконання окремих задач
• Глибоке знання українських стандартів бухгалтерського обліку та податкового законодавства, зокрема ПДВ і податку на прибуток
• Робоче знання МСФЗ
• Досвід мультивалютного обліку й обліку кількох юросіб, зокрема внутрішньогрупових операцій
• Впевнене володіння BAS і M.E.Doc, просунутий рівень Excel або Google Sheets
• Відповідальність за результат – ви закриваєте відкриті питання, а не лише повідомляєте, що вони є
• Англійська на рівні B2 або вище – ви працюватимете англійською з естонським бухгалтером, аудиторами та міжнародними партнерами
• Українська – рідна або вільна

Буде перевагою

• Досвід впровадження ERP або переходу на нову систему (Business Central, NetSuite, Odoo чи подібні)
• Досвід бухгалтерського обліку в Естонії чи іншій країні ЄС
• Досвід в оборонних технологіях або на виробництві – державні контракти, імпорт комплектуючих, облік запасів і собівартості виробництва
• Досвід із трансфертного ціноутворення
• Досвід роботи в компанії – резиденті Дія City

Безпекові вимоги

Нашу платформу активно використовують Збройні Сили в реальних операціях. Як естонсько-українська оборонна технологічна компанія, що працює з чутливими операційними даними, ми несемо відповідальність – юридичну, етичну та практичну – за доброчесність кожного члена нашої команди.

Усі кандидати мають підтвердити таке:

• Ні ви, ні ваші близькі родичі (батьки, чоловік чи дружина, брати й сестри, діти) не проживаєте в Росії, Білорусі чи на тимчасово окупованих територіях України
• У вас немає регулярних особистих, фінансових, ділових чи професійних контактів з особами на цих територіях
• Ви погоджуєтеся на поглиблену безпекову перевірку на наступних етапах відбору

Якщо ви не відповідаєте хоча б одному з цих критеріїв, просимо не подавати заявку.

Чому Farsight Vision

Ми – стартап, що працює в реальних умовах: наш продукт активно застосовується, і темп роботи це відображає. Точний облік тут – не формальність: саме він дає нам змогу підписувати контракти, проходити аудити й залучати фінансування, завдяки якому наш продукт працює в полі. Ви працюватимете безпосередньо з CFO, формуватимете фінансові процеси, поки вони ще будуються, і переведете їх у нову ERP. Гібридний формат роботи з нашого офісу у Львові.

Гнучкий графік роботи. Оплачувані відпустки та лікарняні. Прямий доступ до засновників і керівництва.

Процес відбору

1. Надішліть CV і короткий супровідний лист про вашу мотивацію та релевантний досвід.
2. Співбесіда з нашою HR-командою та CFO, зокрема короткий практичний кейс із бухгалтерського обліку.
3. Фінальна розмова з керівництвом і безпекова перевірка.