For prediction, classification, path planning, control and time-series tasks. Deliverables can include source code, parameter records, evaluation scripts and reproduction notes.
RESEARCH ALGORITHMS & INTELLIGENT SYSTEMS
From research questions to
verifiable technical outcomes
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
Select engineering support by research task
Verifiable, reusable and deliverable technical work across the research workflow.
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
Technical capability applied to specific research questions
Initial work focuses on projects with defined data, equipment conditions and measurable acceptance criteria.

Environment & Ecology
Remote-sensing monitoring, ecological assessment, change detection, and water and atmospheric data research.
Review deliverable options
Robotics & Intelligent Equipment
Perception and control, intelligent assembly, flexible collaboration and autonomous-system development.
Review deliverable options
Engineering Inspection & Infrastructure
Structural-health monitoring, drone inspection, 3D measurement and engineering-safety assessment.
Review deliverable optionsEXTENDED & JOINT RESEARCH
Additional application areas
VALIDATION & RESEARCH INTEGRITY
Process records support technical conclusions
Technical validation
Define data scope, hardware and software environments, versions, methods and metric definitions. A technical demonstration is not represented as a formal client deployment.
Outcome boundaries
No guarantee of publication, grant approval or a predetermined research conclusion. Technical services do not replace the researcher's responsibility for the research.
Data and medical boundaries
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
Five stages from research objective to accepted work
Scope, schedule, ownership, disclosure boundaries and acceptance criteria are confirmed in the contract and technical appendix.
Requirement definition
Confirm objectives, inputs, existing resources and expected deliverables.
Technical assessment
Identify feasible approaches, data conditions, key risks and validation boundaries.
Proposal & quotation
Define the technical route, tasks, milestones and acceptance method.
Development & validation
Implement and evaluate in stages while retaining configuration, logs and reproducible experiments.
Delivery & acceptance
Deliver agreed code, models, data records and technical documentation.
NEWS & INSIGHTS
Technical progress and industry observations
English content is managed in the shared PbootCMS backend. Sources, authors and publication boundaries are checked before release.
Example
Example | Evaluation and Reproduction Checklist for Image-Recognition Projects
A checklist covering data versions, model parameters, metric definitions, error analysis and inference environments.
Read article
Example
Example | Publication Rules for Policy and Industry Updates
Policy content should preserve the original source, issuing organisation and date, and separate source facts from engineering recommendations.
Read article
Example
Example | Managing WorkerGo News with PbootCMS
An example of managing English categories, titles, summaries, authors, sources, thumbnails and article content in the shared PbootCMS backend.
Read articleABOUT WORKERGO
Engineering research ideas into verifiable outcomes
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
Have a research engineering requirement?
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.