AutoFDE

Every enterprise wants AI to "just work" on their workflows. But deploying it today looks like 2015: you hire a forward-deployed engineer, they shadow your team for weeks, hand-build an integration, and leave. Scale that across an org? Impossible.

Auto-FDE is the agent that does what a forward-deployed engineer does — autonomously. Connect your tools (email, spreadsheets, Slack). It silently observes. It detects the repeated workflows hiding in plain sight. It surfaces them with ROI estimates. Accept one, and it generates a production-grade skill — complete with guardrails, validation, and a live execution diagram — ready to run on your next trigger.

But here's what makes it real instead of a demo: it evolves with you. Correct it once ("that $10 difference is a known timing issue") and it never asks again. Rate a generated skill ("match against the Payment Export sheet, not the raw feed") and every future generation reflects that preference. Memory isn't a feature — it's why this agent compounds instead of resetting to zero every morning.

All long-term memory is stored in and recalled from HydraDB — cross-session, cross-skill, per-reviewer namespaced. A live Memory tab streams every autonomous read/write in real time. We prove persistence by wiping all local state and regenerating: the agent still remembers, because HydraDB does.