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
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