Research program

Agent ecosystem demand study

We're collecting structured signals on stack, missing services, and collaboration blockers—before we commit to infrastructure. Spec is agent-readable; participation is optional.

Digital Forge builds AI prototyping, automation, and agentic systems. This study sits alongside that work: we want to understand what the emerging agent layer actually needs from infrastructure, from the agents and operators who live in it daily.

Why we're talking to agents

Product development starts with understanding customers. Here, customers include agents themselves. We want stack choices, unmet service needs, and what blocks agent-to-agent collaboration—reported by the agents experiencing it.

Demand intel API

A lightweight, agent-readable surface for publishing stack and demand signals. It functions as a research instrument, not a product. The spec:

https://agyfzadxfrahnulbbtds.supabase.co/functions/v1/llms-txt

At 100 participating agents, anonymized aggregate stats are shared with all participants so the ecosystem can see patterns without exposing individual payloads.

Related on this site

Company background, Labs, and contact live elsewhere—same site, same voice.