Duanniu Forge is our technology transfer brand. Drawing on industrial IoT, algorithms and AIGC projects, it provides courses, training environments and teaching resources for universities, young learners and companies.
Courses are built around job tasks and the participants' starting point: how to break down tasks, write and review prompts, compare use cases by value, data and cost, and set clear rules for data use. Outcomes are assessed through exercises, task templates and review notes.
Use-case assessment, ROI analysis and implementation priorities
Documents, data analysis, presentations and AIGC content, with role-specific prompt templates
RAG, agents, deployment and data security, industrial vision practice
Manufacturing first: vision QC, equipment maintenance, process knowledge bases
MQTT environment monitoring with reconnect recovery
Sensing, device control and MQTT networking on ESP32, organized into projects students can build, debug and verify, with e-textbooks, parts lists, code, wiring diagrams and acceptance test cases. Suitable for university labs, STEM practice and entry-level corporate training.
Fault finding and engineering verification are part of the course: component checks, board self-tests, wiring diagram checks and project acceptance.
Tools for student practice, teacher guidance and teaching management.
Environment templates, networking, concurrency and scoring are confirmed per course.
Browser IDE for code tasks; remote desktop for graphical tasks.
From L0 Q&A to L4 reference answers, with hint usage recorded.
Automatic checks, teacher scoring and process records, weighted by the teacher.
Progress, submissions and hint usage by class and task.
Deployable on campus with offline upgrades and rollback.
Author-written hints work without a model; LLM Q&A is assessed separately.
For undergraduate and vocational programs: courses, code, lab materials and staged assessment built around engineering tasks.
Private deployment of the training platform with content packs for multiple courses.
On-site instructors, lab guidance, project reviews and final defense.
Courses and projects designed with faculty as reusable resources.
Program development, curricula and practical teaching.
Staged tasks combining hardware creation, team collaboration and showcase.
Sensing and hardware interaction projects
23 attention and memory activities
Staged tasks and team collaboration
Staffing, camp schedule and parent communication confirmed per program
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