agents

Model choices

Ollama:qwen3.6:35b-a3b-q4_K_M is used in those projects. Other models and APIs are used if there is no other options.

Technologies

• agent
• skills
• tools
• deepagents
• MCP
• A2A
• Agent Protocol
• A2UI

Coding Agent as SDK for harness as services

• claude code
• opencode
• codex
• copilot

Framework

• langchain
• langgraph
• CrewAI
• google ADK
• genkit
• microsoft agent framework
• DSPy
• agentsea: not mature, it has dependency issue of orign, can't run https://docs.hub.agentsea.ai/advanced_tutorial
• fastgpt, javascript/typescript based, self-hosted or cloud
• coze: model via its platform

Optimization

• Quantization
• Knowledge Distillation-- Large model --> Small model for a specific domain
• Parallelism
• Distributed Serving

advanced RAG techniques

• Query Transformation
• Query Transformation (with Parallel/Fan-out Queries)
• Reciprocal Rank Fusion (RRF)
• Query Decomposition
• HyDE
• Text chunking
• Reranking
• Leveraging metadata
• Hybrid search
• Query rewriting
• Autocut
• Context distillation
• Fine-tuning the large language model (LLM)
• Fine-tuning the embedding models

Frameworks from china

Player	Core AI Product	Agent Framework(s)	Cloud Platform
Alibaba Group	Qwen (Tongyi Qianwen)	AgentFabric, Qwen-Agent, ModelScope Agents	Alibaba Cloud (Aliyun)
Baidu	ERNIE Bot	AgentBuilder, Agents (Baidu)	Baidu AI Cloud
ByteDance	Doubao	Coze	Volcano Engine
Tencent	Hunyuan	Tencent Cloud AI Agent	Tencent Cloud
Tsinghua University	GLM (via Zhipu AI)	MetaGPT, AgentBench, Owl	—
Zhipu AI	GLM-4	Agent development tools	Zhipu API
Shanghai AI Lab	InternLM	XAgent	—
DeepWisdom	—	MetaGPT	—
LangGenius	—	Dify	—
Labring	—	FastGPT	—