Rules, decisions and gotchas stop living in isolated chats and start living in the repo, versioned.
Operating routes
Choose the route that looks like your Monday.
The home explains what Cardumen is. These three routes connect that what to the real pain of three profiles: you with your repo, your factory with multiple clients, or your product team under compliance.
Three routes, three different pains. Each solves a problem the other two do not have. If AI already touches delivery, one of these routes turns it into memory, cost control and repeatable verification.
01
Personal efficiencyIndividual developers
Cardumen lowers the AI bill and raises consistency between sessions: five agents share one source of truth that lives on your machine.
See route02
Operating marginSoftware factories
Cardumen isolates knowledge by client and makes it reusable by approval. Git-versioned operational memory, AI cost measured per task and repeatable criteria without the senior on call.
See route03
Control and privacyProduct companies in production
Cardumen coordinates five agents over the same AGENTS.md inside your network. Memory, skills and verify are versioned in the repo. Local inference, offline Ed25519 licensing and auditable hooks.
See routeThe map
One Cardumen layer coordinates all three routes.
Each route solves a different problem. All three share the same layer: the harness that lives in your repo, not in a vendor cloud.
Shared foundation
What does not change: memory, skills and evidence that stays.
Claude, Codex, OpenCode, Cursor and Copilot read the same source of truth. What your senior discovers, everyone inherits.
Every task closes with tests, build or an explicit criterion. No convincing answer without proof.
Evidence
Cardumen already organizes repos with history, delivery pressure and rules that do not fit in a prompt.
These are real systems where Cardumen runs in production. Each validates that operational memory scales to serious repos, larger teams and continuous delivery.
Next step
Which of the three routes looks like your Monday?
If AI already participates in delivery, Cardumen turns it into memory, controlled cost and repeatable verification. Choose the route you recognize as yours.