RESEARCH ALGORITHMS & INTELLIGENT SYSTEMS
WorkerGo provides R&D outsourcing in algorithms, AI, robotics, computer vision and research software for research institutions and R&D teams in China and internationally.
SERVICE TYPES
Verifiable, reusable and deliverable technical work across the research workflow.
For prediction, classification, path planning, control and time-series tasks. Deliverables can include source code, parameter records, evaluation scripts and reproduction notes.
Simulation, sensor integration, algorithm commissioning and hardware validation for mobile robots, manipulators and unmanned platforms.
Baseline construction, training records, error analysis and inference code for classification, regression, detection, segmentation and sequence modelling.
From image acquisition and annotation rules to algorithms, visual evaluation tools and local or edge inference services.
Data cleaning, statistical analysis, sensitivity studies, simulation acceleration and repeatable analysis environments.
Web, desktop or device-side software with interfaces, logs, version records, deployment documentation and maintenance boundaries.
Data catalogues, dictionaries, annotation specifications, quality checks and versioned datasets with access and deletion rules.
File or API integration, parsing, quality control, algorithm analysis, visualisation and linkage to experiment records.
FOCUS APPLICATIONS
Initial work focuses on projects with defined data, equipment conditions and measurable acceptance criteria.
Remote-sensing monitoring, ecological assessment, change detection, and water and atmospheric data research.
Review deliverable optionsPerception and control, intelligent assembly, flexible collaboration and autonomous-system development.
Review deliverable options
Structural-health monitoring, drone inspection, 3D measurement and engineering-safety assessment.
Review deliverable optionsEXTENDED & JOINT RESEARCH
PROJECT CASES
The initial entries are self-built capability samples. They document input conditions, technical routes, deliverables and validation boundaries without implying a client deployment.
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Capability Sample
Environment & Ecology
A capability sample for environmental and ecological research covering data checks, preprocessing, baselines, evaluation, deliverables and applicability boundaries.
Review workflow
Capability Sample
Robotics Systems
A mobile-robot SLAM and navigation capability sample covering sensor conditions, module integration, scenario testing, log delivery and applicability boundaries.
Review workflow
Capability Sample
Vision & Imaging
A research image object-detection capability sample covering data specifications, reproducible baselines, error analysis, deployment deliverables and metric boundaries.
Review workflowVALIDATION & RESEARCH INTEGRITY
Define data scope, hardware and software environments, versions, methods and metric definitions. A technical demonstration is not represented as a formal client deployment.
No guarantee of publication, grant approval or a predetermined research conclusion. Technical services do not replace the researcher's responsibility for the research.
Do not send sensitive raw data in the initial inquiry. Medical and life-science work is limited to research-use tools and does not constitute diagnosis or treatment advice.
DELIVERY
Scope, schedule, ownership, disclosure boundaries and acceptance criteria are confirmed in the contract and technical appendix.
Confirm objectives, inputs, existing resources and expected deliverables.
Identify feasible approaches, data conditions, key risks and validation boundaries.
Define the technical route, tasks, milestones and acceptance method.
Implement and evaluate in stages while retaining configuration, logs and reproducible experiments.
Deliver agreed code, models, data records and technical documentation.
NEWS & INSIGHTS
English content is managed in the shared PbootCMS backend. Sources, authors and publication boundaries are checked before release.
Example
A practical framework for deciding which research-engineering tasks can be outsourced based on scope, capability gaps, validation, cost and data sensitivity.
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Example
Define the research object, input data, task, output, runtime, metrics and acceptance method to turn an idea into an executable engineering scope.
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Example
Evaluate a research engineering provider through requirements, technical route, reproducibility, delivery, management, data security and support boundaries.
Read articleABOUT WORKERGO
WorkerGo provides R&D outsourcing and technical collaboration services to universities, research institutes, laboratories and corporate R&D teams in China and internationally. Our work covers algorithms, AI, robotics, deep learning, computer vision, research data analysis and research software engineering—from requirement definition and technical assessment to solution design, implementation, experimental validation and delivery.
We use explicit technical boundaries, measurable acceptance criteria and reproducible records to extend a team's engineering capacity, shorten validation cycles and turn research concepts into testable, reusable and maintainable technical outcomes.
PROJECT INQUIRY
Describe the research objective and current conditions so that scope and feasibility can be assessed first.
Beijing office: 10th Floor, Building 1, No. 51 Fuxing Road, Haidian District, Beijing, 10202. Langfang office: Room 605, Unit 2, Building 7, Fudi Plaza, Yanjiao Economic & Technological Development Zone, Sanhe City, Langfang, Hebei.
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Do not send confidential, sensitive or unauthorised raw data through instant messaging.
PROJECT INQUIRY
Do not submit confidential information, sensitive personal information or unauthorised raw research data.
If the form is inconvenient, contact the project manager by scanning a QR code.
Do not send confidential, sensitive or unauthorised raw data through instant messaging.
SUBMISSION RECEIVED
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