Physics, Chemistry & Biology Lab AI Agent
24/7 lab teaching assistant — Q&A, tips, and report feedback in one
Powered by large language models and a PCB subject knowledge base, the AI agent provides experiment pre-study Q&A, in-class operational tips, and intelligent lab-report feedback. Deployed as a teaching-assistant extension of the school lab platform, it improves feedback speed and learning support — it does not perform exam marking or answer-sheet recognition.
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Pain Points & Solutions
No timely answers to student questions after class
AI agent available 24/7 for Q&A covering experiment principles and operational essentials
Key in-class steps are error-prone; safety risks are hard to flag in time
Real-time prompts at critical steps with safety alerts and deviation correction tips
Lab report review is time-consuming and feedback lags
AI checks format and completeness and provides targeted revision suggestions
Core Capabilities
Intelligent Experiment Q&A
Answers questions on experiment principles, procedures, and safety guidelines from subject knowledge bases.
Operational Guidance
Real-time in-class prompts at key operational steps to reduce error rates.
Intelligent Report Feedback
Automatically analyzes lab report structure and content with targeted feedback.
Pre-study Guidance
Multi-turn follow-up and knowledge structuring around experiment pre-study essentials.
Teaching Platform Integration
Integrates with daily lab sessions and question banks; available on multiple endpoints.
Private Deployment
Algorithm services deployable on-premises; data stays on campus for security compliance.
Deployment Architecture
Deployed as a teaching-assistant extension of the school lab platform: subject knowledge base and LLM inference can run privately or via compliant cloud APIs; integrates with cross-platform student terminals and browser admin console for Q&A, tips, and report feedback.
- •AI assistant service recommended co-located with the school platform; internal network calls, data stays on campus
- •Inference servers deployable per school, or centrally shared by a regional education bureau
- •Large-model capability supports on-premises private deployment or compliant cloud APIs
- •Student terminals remain cross-platform clients; Q&A and feedback do not constrain OS choice
- •Product scope is teaching assistance only — no exam marking or answer-sheet recognition
Recommended Hardware Configuration
The AI assistant is an optional extension and requires the school lab platform (see multi-camera demo configuration) as a foundation.
Subject Knowledge Base (Q&A / Feedback)
Large-model capability deployable in cloud or on-premises as needed
| Role | Recommended spec | Notes |
|---|---|---|
| Inference server | 8-core CPU · 32 GB RAM · GPU (as needed) | Recommended for private deployment; compliant cloud API also supported |
| Storage | 200 GB SSD (knowledge base and dialog cache) | Size by knowledge-base volume and log retention policy |
| Access terminal | Browser or cross-platform student terminal | Available on multiple endpoints for student pre-study Q&A and teacher report feedback |
Inference server：Recommended for private deployment; compliant cloud API also supported
Storage：Size by knowledge-base volume and log retention policy
Access terminal：Available on multiple endpoints for student pre-study Q&A and teacher report feedback
Lightweight co-located deployment (small scale)
Can co-locate with the school platform when concurrency is low
| Role | Recommended spec | Notes |
|---|---|---|
| Algorithm server | 8-core CPU · 32 GB RAM · optional GPU | Suitable for pilot schools or lower concurrency |
| Network | Internal network with school platform, gigabit | Q&A and feedback APIs over intranet; no public egress required when private |
Algorithm server：Suitable for pilot schools or lower concurrency
Network：Q&A and feedback APIs over intranet; no public egress required when private
Detailed Feature List
Platform foundation, end-to-end workflows and regional oversight for education authorities and schools
Experiment Q&A
- ✓24/7 intelligent experiment Q&A
- ✓Subject-specific knowledge base for physics, chemistry, and biology
- ✓Multi-turn conversational follow-up
- ✓Intelligent pre-study guidance for experiments
- ✓FAQ knowledge accumulation and quick answers
In-Class Assistance
- ✓Intelligent prompts at key operational steps
- ✓Real-time experiment safety risk alerts
- ✓Intelligent correction of procedural deviations
Report Feedback
- ✓Lab report format compliance checking
- ✓Intelligent content feedback and revision suggestions
- ✓Experiment data reasonableness analysis
Platform Integration & Security
- ✓Integration with daily lab sessions and question bank systems
- ✓Browser and cross-platform student terminal access
- ✓On-campus private deployment of algorithm services
- ✓Flexible multi-model extension and upgrade support
- ✓Conversation and feedback logs retained per school policy with audit trail
Highlights
- ✓Custom subject knowledge base
- ✓24/7 experiment Q&A
- ✓In-class operational tips
- ✓Intelligent report feedback
- ✓On-campus private deployment
Target Users
- •School academic affairs offices
- •Lab teachers
- •IT / educational technology departments
Start Your Science Lab Digitalization
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