overview
The Problem
Every developer runs their own AI in private. Nobody sees each other's prompts.
Three things that are true today
- Most developers using Claude Code or similar agents have closed their IDE for hours at a time.
- Their teammates have done the exact same thing — independently, with their own prompts, their own MCPs, their own discoveries.
- None of that work compounds across the team.
This is the invisible parallelism problem. Your team is running 5x more inference than you think. They’re solving 5x more variations of the same sub-problem. And the institutional memory of “what worked” lives in 5 separate terminal histories that nobody will ever read.
Why “share your prompts” is not the answer
The obvious fix — “post your good prompts in Slack” — fails for the same reasons GitHub didn’t fix design review by adding comments. The unit is wrong. A prompt without the project context, the tool surface, and the conversational backtracking that produced it is decoration, not knowledge.
The right unit is the Thread: intent + context + output, all in one place, replayable, joinable, forkable.
A working example
A backend engineer asks her Claude Code to refactor the payment service. The frontend engineer is two hours into the same kind of refactor on his side, with prompts she has never seen. They ship at the same time. Their architectures don’t agree. The merge is a mess. Neither person did anything wrong; the team had no shared substrate for what the agents were doing.
Manifoldone makes that substrate.