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I have a mobile robot prototype and I need an AI agent that will let it perceive its surroundings, decide on actions, and execute them safely in real time. Because the hardware stack is still flexible, I am open to ROS, a custom embedded setup, or a commercial SDK—whatever you feel will achieve the best balance between performance and maintainability. At a minimum the agent must: • Fuse camera and sensor data to detect obstacles and points of interest. • Plan a collision-free path and update it on the fly. • Expose a clean API so I can add higher-level skills later (object pickup, voice interaction, etc.). Please structure the code in well-documented modules, supply build instructions, and include a short demo video that shows the robot handling a simple navigation scenario without remote intervention. Let me know the toolchain you prefer for simulation and testing so I can mirror the environment on my end.
Project ID: 40575441
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41 freelancers are bidding on average $268 USD for this job

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
$350 USD in 7 days
7.2
7.2

Hi, this is a robotics-adjacent autonomy problem where the hard part is not just perception, but keeping sensing, planning, and actuation coherent under real-time constraints. The real engineering risk is control-loop reliability when sensor uncertainty, replanning frequency, and safety fallbacks start competing for latency budget. I’ve built several production AI systems with live orchestration, modular APIs, and documented handoff requirements, and I usually structure these so perception, decisioning, and execution are independently testable. For a mobile robot prototype, that matters more than picking a flashy framework early. The closest relevant work here is TikTok AI Livestream Setup for real-time multi-component coordination, and Custom Feature Development & Integration for stepping into flexible codebases and turning them into maintainable systems with clean interfaces. I would separate perception, world-state, planning, and motion command layers behind a stable API, then validate behavior first in simulation before binding tightly to hardware. The tradeoff is a bit more upfront structure in exchange for safer iteration and easier addition of higher-level skills later. For reliability, I’d define explicit fallback behavior for stale sensor frames, low-confidence detections, and blocked-path conditions so the robot degrades safely instead of improvising. Thanks, Hercules
$20 USD in 7 days
6.5
6.5

Hi, I understand you need a modular, real-time AI agent for your mobile robot, and I can build a robust navigation stack that scales with your future skill requirements. **Experience:** I recently deployed a ROS2-based navigation pipeline for an autonomous rover, fusing LiDAR and stereo-camera data to achieve 98% obstacle avoidance accuracy in dynamic warehouse environments. **Technical Approach:** I recommend a ROS2-Nav2 architecture utilizing the `SLAM Toolbox` for localization and a `Costmap2D` layer for real-time obstacle avoidance. This ensures a clean API for your future high-level integrations. **Proof:** My work on PX4-based flight controllers earned me multiple microcontroller programming awards, ensuring I write memory-efficient, hardware-agnostic code. Are you currently using Gazebo or Isaac Sim for your simulation environment, and what specific sensor suite is mounted on the prototype?
$18 USD in 7 days
6.2
6.2

Hello There! I’m Md Toriqul Islam, and I’m excited to partner with you. I can dive into your project immediately. I have rich experience in robotics software, AI agents, ROS/ROS2, computer vision, sensor fusion, autonomous navigation, and API development. I understand you need an AI agent for your mobile robot that can fuse camera and sensor data, detect obstacles, plan collision-free paths, and navigate autonomously in real time. I'll develop a modular, well-documented solution with a clean API for future features such as object pickup and voice interaction, along with build instructions and a demo using a suitable simulation toolchain. I am skilled in ROS/ROS2, Python, C++, OpenCV, SLAM, path planning, and autonomous robotics. I’m ready to start immediately and would be happy to discuss your robot hardware and preferred development environment. Looking forward to hearing from you. Best regards, Md Toriqul Islam
$10 USD in 1 day
4.6
4.6

Hi there, Your vision goes beyond a standard learning platform, and I understand that success depends on combining a seamless user experience with reliable AI capabilities and production-grade infrastructure. I can help build a Testbook-inspired platform where AI-powered quiz generation, personalized learning, and a Claude AI assistant work together while maintaining fast response times, scalability, and strong security. My approach is to develop a responsive, SEO-friendly front end with robust backend APIs for quizzes, progress tracking, payments, and analytics, while integrating Claude AI for intelligent quiz creation, recommendations, and real-time student support. I also focus on infrastructure automation using IaC, CI/CD pipelines, blue-green deployments, monitoring, and OWASP-aligned security to ensure the platform performs reliably under heavy concurrent usage. I will deliver clean, maintainable code, complete infrastructure scripts, comprehensive documentation, and a deployment guide so your internal team can confidently manage future updates. I’m ready to discuss the technical architecture, milestones, and the best implementation strategy to meet your acceptance criteria from day one. Regards, Ahmad
$20 USD in 7 days
4.1
4.1

Hi, Your project aligns well with my experience in AI, robotics, and autonomous systems. I'm a Research Associate in AI/ML and Computer Vision with hands-on experience building AI agents, ROS-based applications, computer vision pipelines, sensor integration, and Edge AI deployments on platforms such as NVIDIA Jetson. My approach is to design a modular architecture where perception, planning, and control are independent components connected through clean APIs. Using ROS 2 (or another suitable framework based on your hardware), I'll integrate camera and sensor fusion for reliable obstacle detection, implement real-time path planning and collision avoidance, and ensure the system is easy to extend with future capabilities like object manipulation, voice commands, or autonomous task execution. The solution will include well-structured Python modules, complete setup documentation, simulation support (Gazebo/Isaac Sim if appropriate), and a demonstration showing autonomous navigation without manual intervention. Performance, safety, and maintainability will be the primary design goals from the beginning. I'd be excited to help turn your prototype into a scalable autonomous robot platform. Best regards, Zahid Hassan
$20 USD in 3 days
3.9
3.9

Hey, since your hardware stack is still flexible, starting with ROS 2 in Gazebo is the safest bet to test the sensor fusion before committing to physical microcontrollers. I'll set up the path planning using standard costmaps so the robot plots routes around obstacles in real time. The hardest part is always managing the latency between the camera feed and the motor controllers so the robot doesn't overshoot. What sensors are you currently leaning toward for the prototype?
$20 USD in 1 day
3.3
3.3

Hi, The most important line in your brief is the clean API for higher-level skills later. Most robot agents get built as one tangled loop — perception, planning, and control mixed together — and then adding object pickup or voice means rewriting everything. I'd structure it the opposite way from day one: perception, planning, and actuation as separate documented modules behind a small API, so your future skills just subscribe to what they need. My background is exactly this stack: Python, OpenCV, and edge hardware (Raspberry Pi–class devices), with production computer-vision work behind me. For your case I'd recommend ROS 2 — you get sensor fusion, costmap-based obstacle avoidance, and on-the-fly replanning largely from proven components, and it stays maintainable when your hardware stack changes. Plan: week one, perception module fused from camera plus sensors; week two, planning with live replanning; week three, the API layer, docs, build instructions, and the demo video of a simple navigation task. One question: can you share the current sensor set and compute board on the prototype, and would you prefer I validate in simulation (Gazebo) before we deploy on your hardware remotely? Best, Adrian
$250 USD in 21 days
3.2
3.2

Hello there, we are a team of Python, AI/ML Full Stack Web and Mobile App Developers and we can do this project in no time. Please, send me the project complete to start the work. Thanks Ashish Kumar.
$20 USD in 7 days
3.2
3.2

Hello, I can build a modular AI agent for your mobile robot that provides real-time perception, decision-making, and autonomous navigation while remaining easy to extend as your hardware evolves. My preferred stack is **ROS 2**, as it offers excellent performance, scalability, and long-term maintainability. If your hardware is resource-constrained, I can also implement a lightweight custom architecture while preserving the same modular API. The system will include camera and sensor fusion for obstacle and point-of-interest detection, real-time environment perception, dynamic collision-free path planning with continuous replanning, and a clean API that allows future integration of higher-level capabilities such as object pickup, voice interaction, or task automation. The codebase will be organized into well-documented modules covering perception, planning, control, and communication. You'll receive complete build instructions, installation documentation, and a reproducible simulation environment using Gazebo (or Isaac Sim if preferred) so development and testing can be mirrored on your side. Finally, I'll provide a demo video showing the robot autonomously navigating a simple environment, avoiding obstacles, updating its path in real time, and completing the task without remote intervention. I look forward to discussing your hardware configuration and project goals.
$100 USD in 7 days
2.3
2.3

I understand you need an AI agent for your mobile robot prototype to perceive its surroundings and make decisions accordingly. This involves integrating sensors, processing data, and implementing intelligent behaviors. I have experience developing AI perception systems for robotics, including sensor fusion and environment mapping. My work ensures reliable real-time responsiveness in dynamic settings. I will focus on building robust AI capabilities tailored to your prototype for smooth operation. Happy to review your project details and discuss the next steps.
$20 USD in 7 days
3.5
3.5

As an esteemed AI specialist, my capabilities complement your project requirements aptly. Equipped with in-depth knowledge and hands-on experience in developing AI agents and championing machine learning projects, I am confident in delivering a sophisticated AI agent for your mobile robot prototype. Offering proficiency across multiple frameworks, such as ROS, customized embedded setups, and commercial SDKs, I ensure to select the most fitting choice balancing performance and maintainability. My strong suit lies within fusing and analyzing heterogeneous data for ensuring real-time decision-making; be it perceiving surroundings or identifying points of interest. Implementing collision-free path planning on-the-go can be challenging but with my skillset utilizing robust ML algorithms, it becomes a feasible task. Furthermore, I excel at creating clean APIs that allow expandability which aligns perfectly with your vision of being able to add higher-level skills in the future. A distinguishing factor about my approach is meticulous documentation that provides an insight into every code module. This not only simplifies maintenance tasks but also ensures smooth knowledge transfer to your team. To facilitate the entire process, I will supply comprehensive build instructions accompanied by a short demo video showcasing the robot's navigation sans remote intervention.
$20 USD in 7 days
0.0
0.0

Based on my profile, it might come as a surprise that I am the perfect candidate for your Robot AI Agent Development project. I know you’re gunning for someone with ROS experience, but hold up - my qualifications extend beyond that requirement. As a full-stack developer, my proficiency spans mobile app development (including iOS and Android), backend service development, and database optimization-aspects crucial to creating finely-tuned, robust AI agents for your robot. Furthermore, I’ve honed my skills in Computer Vision and Machine Learning over 8 years that more than equips me for this role. From fusing camera and sensor data to detecting obstacles to executing dynamic path planning, I have proficiently worked on similar robotics projects before. My career has informed me of the importance of clean API structures for adding higher-level functionalities- an expertise I will leverage to cater effectively to your requirement. Lastly, let's talk maintainability and future-proofing which is central to your needs. My diligence in documentation and dedication to well-structured code helps me achieve exactly that. Equally significant is the build instructions and simulation environments that I can perfectly handle for you. Allow me to demonstrate efficiency; not just with words, but with successful navigation scenarios backed by a strong repertoire of past work samples or even a demo video showing uncanny poise of your robot in complex situations
$30 USD in 7 days
0.0
0.0

Hello, I understand that you need Robot AI Agent Development, and I can help you achieve the exact result you're looking for. I believe clients don't just need someone to complete a task—they need someone reliable who understands requirements, communicates clearly, and delivers quality work on time. That's exactly what I focus on with every project. With proven experience working with clients across different industries, I always aim to provide solutions that meet expectations and create real value. Before we get started, I'd love to learn more about your goals and any specific requirements you may have. Let's discuss your project and find the best way to make it a success. Best Regards, Muhammad Abdul Samee
$20 USD in 2 days
0.0
0.0

Hi, I'm available to start immediately. With extensive experience in robotics, AI, and embedded systems, I can build your autonomous mobile robot agent. Recommended stack: ROS 2 with Python/C++, sensor fusion using camera + LiDAR/ultrasonic, Nav2 for path planning with dynamic obstacle avoidance, TensorFlow/PyTorch for perception. Clean modular API for future extensions (object pickup, voice). I'll deliver: Well-documented code, build instructions, and demo video showing autonomous navigation. Toolchain: Gazebo for simulation, RViz for visualization. Ready to discuss your hardware and start now. Available immediately.
$20 USD in 5 days
0.0
0.0

I can develop an AI agent tailored to your mobile robot prototype that enables perception of its surroundings and intelligent interaction. I have experience creating AI-driven systems for robotics that integrate sensor data processing and real-time decision-making. My approach will focus on building a robust perception layer using computer vision and sensor fusion, combined with adaptive AI models to navigate and respond effectively. Are you locked into specific hardware or sensors, or is there flexibility in the tech stack?
$20 USD in 7 days
0.0
0.0

Hi I am an embedded systems engineer with over 16 years of experience. I have worked on robotics, sensor fusion, real-time control, embedded Linux, ROS/ROS2 based navigation, camera/sensor integration, and consumer-grade product development from early prototype through field testing. For your mobile robot, I would prefer ROS2 with Gazebo/Ignition simulation, Nav2 for path planning where suitable, and modular perception/control nodes so the system remains easy to extend later for pickup, voice commands, or other higher-level skills. If the hardware is more constrained, I can adapt the same architecture to a lighter embedded setup or vendor SDK without locking you into a fragile stack. I can structure the agent into clear modules for perception, obstacle handling, planning, safety checks, motion execution, and API access, with build instructions and a short demo video showing autonomous navigation without remote intervention. A few details will help define the best toolchain: what compute board is on the robot, which cameras/sensors are available, and what motor controller interface is currently exposed? Please contact me to discuss details.
$30 USD in 15 days
0.0
0.0

Hello, Your project is a great match for my experience in robotics, embedded systems, AI, and computer vision. I have worked with ROS2, sensor integration, SLAM concepts, path planning, embedded Linux, and real-time communication between hardware and software. I can develop a modular AI agent that fuses camera and sensor data for environment perception, performs obstacle detection and dynamic path planning, and exposes a clean API for future capabilities such as object manipulation or voice interaction. The architecture will be scalable, well documented, and designed for reliable real-time performance. I also provide build documentation, simulation setup, and demonstration material to ensure the system is easy to reproduce and extend. I look forward to discussing your robot platform and project goals.
$20 USD in 7 days
0.0
0.0

Hi — Giovanni here. Robot AI Agent Development needs more than just basic sensor integration — the key is making sure perception, decision-making, and safe real-time execution work smoothly, reliably, and stay easy to manage for your evolving hardware and software stack. Your project reminded me of a recent mobile robot navigation system I worked on, where I handled sensor fusion, dynamic path planning, and modular API design for future skill expansion. In this kind of work, the challenge is not only the visible navigation result but also clean code structure, performance optimization, and easy updates as hardware or requirements evolve. For your project, I would first clarify the main workflow, key features, and any technical risks. Then I would build a clean, maintainable solution focused on usability, reliability, performance, and long-term flexibility. I prefer ROS for its strong community support and modularity but can adapt to custom embedded setups or commercial SDKs if you prefer. A few questions before estimating the final scope: Q1 - Do you have a preferred simulation environment or toolchain for testing (e.g., Gazebo with ROS, Webots, or something else)? Q2 - Will you require ongoing support or feature additions after the initial navigation demo? Looking forward to helping your robot navigate safely and smartly. Let’s get started!
$450 USD in 7 days
0.0
0.0

Facing the challenge of developing an AI agent for your mobile robot prototype, I understand the critical need for seamless perception, decision-making, and safe execution. Without a robust solution, potential issues like inefficient navigation, collision risks, and limited scalability could hinder the project's success down the line. I bring expertise in fusing camera and sensor data to detect obstacles, planning dynamic collision-free paths, and designing a flexible API for future skill integration. My approach ensures well-documented code modules, clear build instructions, and a demo video showcasing autonomous navigation capabilities. I am committed to providing revisions to guarantee your satisfaction with the final product. Could you share more details about your preferred timeline for project completion and any specific brand assets or design guidelines for the demo video?
$12 USD in 7 days
0.0
0.0

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