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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

PlayerCore AI ProductAgent Framework(s)Cloud Platform
Alibaba GroupQwen (Tongyi Qianwen)AgentFabric, Qwen-Agent, ModelScope AgentsAlibaba Cloud (Aliyun)
BaiduERNIE BotAgentBuilder, Agents (Baidu)Baidu AI Cloud
ByteDanceDoubaoCozeVolcano Engine
TencentHunyuanTencent Cloud AI AgentTencent Cloud
Tsinghua UniversityGLM (via Zhipu AI)MetaGPT, AgentBench, Owl
Zhipu AIGLM-4Agent development toolsZhipu API
Shanghai AI LabInternLMXAgent
DeepWisdomMetaGPT
LangGeniusDify
LabringFastGPT

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