Blog
Notes on smaller agent workflows.
Engineering, releases, and ideas for token-light local AI agents.
How to Add Web Search to a Local LLM Agent
A practical shape for adding source-grounded web research to local MCP agents without flooding the prompt.
Why Raw Webpages Are Bad Context for AI Agents
Raw pages are long, noisy, and expensive. Agents need ranked evidence, not pasted HTML.
SearXNG vs DuckDuckGo for Agent Search
Notes on choosing a search backend for local web research workflows.
How to Reduce Token Usage in AI Agent Workflows
Reduce token usage by retrieving selectively, chunking aggressively, and treating context as a budget.
TinySearch: Open-Source MCP Web Research for Local LLMs
TinySearch is the first TinySuite tool: a self-hosted research layer for MCP agents.