AI Agents
Published on 26/12/2025
Custom Agents
Langgraph based agents to simplify small tasks that I do reguarly.
For hosting, inference providers like HuggingSpace has to be employed.
It would be great to have a good GPU / custom AI accelerator chip too.
Local Coding Assistants
For basic auto complete, chat & edit, Continue + VSCode works fine.
For agentic coding, Cline + VSCode + Ollama + Qwen3-Coder:30b is working really nicely.
Some points to note are:
- Install latest version of all softwares
- Model capabilities (thinking, code completion, tool calling, embeddings etc.) has to be ensured
Own Coding Agents
To develop own coding agent:
- LLM with Tool calling capbility & Thinking capbility
- Tools for File System (restricited access), Todo list management, Sub dividing to smaller tasks
- Tools for Language Server Protocol
- I don’t think Shell execution is required
- Need access to offline documentation of each library
- Need a basic scaffolding to start with. Not to use anything new.
- Plan stage should convert high level requirements to detailed requirements
- I prefer as list of use cases
- Data base design should be separate activity
- UI design shall have a framework setup by scaffolding.
- Implementation phase shall proceed with the plan, after user approval
- Build, test & iterate over
- Preferably should work with any medium size models, which I can self host
- Internet search also is not required, I guess