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https://www.mfold.tools/: Agents get reads wrong. That's annoying. They get writes wrong. That's a production incident.
Manifold is the write layer for LLM agents. Connect any SDK or API. Manifold discovers your data model, maps relationships across systems at build time, and guarantees every write propagates correctly — right field, right format, right system. Every time.
Build-time LLM. Runtime deterministic. No guessing. No drift. No corrupted data at 2am.

manifoldThe data fabric for agents that act.
ajayleft a comment
The agentic future is not agents reading your email. It is agents acting on mission critical systems — executing payments, updating records, triggering transactions. Real consequences. No undo. We hit this building production agentic payment workflows. 100 per day. Subscription creates, invoice sends, contract data flowing across connected systems. The reads were fine. The writes broke...

manifoldThe data fabric for agents that act.
