Vertical Domain Content Agent Training & Building
From prompt tuning to model distillation, to SFT / LoRA training — we deliver end-to-end AI content production solutions that truly understand your industry.
Core Capabilities
Agent Prompt Self-Tuning
Continuously optimize Agent prompts through automated detection and feedback loops. No manual debugging needed — the system evaluates generation quality and iterates automatically.
- Automated Quality Assessment
- Multi-round Feedback Iteration
- Precise Style Alignment
Agent Distillation
Extract writing patterns from high-quality reference articles and condense them into portable Agent definitions. Distill once, reuse across platforms — WeChat, Zhihu, Xiaohongshu.
- 9-Dimension Article Analysis
- Portable JSON Delivery
- Cross-Platform Style Migration
LLM SFT / LoRA Training
When prompt-level optimization hits its ceiling, we offer professional model fine-tuning services. SFT or LoRA training on domain data for deeper capability customization.
- Domain Data Construction
- Full SFT Fine-Tuning
- Lightweight LoRA Adaptation
Workflow
Article Ingestion
Collect quality articles from the target domain as training material
Analysis & Distillation
AI automatically analyzes writing patterns and extracts style features
Prompt Training
Iteratively optimize Agent prompts based on analysis results
Generation Review
Multi-Judge Agents automatically evaluate generation quality
Human Feedback
Expert review of edge cases, closed-loop feedback to training
Ready to boost your content production?
Whether you're an individual creator or an enterprise content team, we have the right solution for you.