manicule

Manicule treats AI agents as a new class of software user. It audits how agents read a developer product, then owns the documentation architecture, writing, code verification, media, GEO, SEO, social content, and distribution needed to make that product understandable and usable by agents.

Founders Shreyans Jain and Naman Bansal are members of Proxima Mumbai. Their work sits squarely inside the community’s concentration of AI systems, developer infrastructure, and high-agency product builders.