Most agents can reason, but struggle to actually complete tasks. Working on making capabilities (image generation, web search, file handling, multimodal processing) reusable and directly executable inside agent workflows.

Exploring agent harness patterns where agents operate with real tools instead of relying on fragmented SaaS APIs.

Open to feedback and discussions around agent infra, tool use, and real-world execution.

https://anycap.ai

https://github.com/anycap-ai/anycap