One brain that learns your whole system.
Most tools read the diff and forget. Cipher builds a living model of your system and keeps it current: code, cloud, identity, and the paths between them. Every review makes it sharper about the way you, specifically, are built.
the security brain
A pull request is a keyhole.
Every code review tool starts and ends here: the diff, a few hundred lines read in isolation. The changed handler trusts its callers, the way it always has. It looks fine. It gets approved.
The diff is clean.
It reads your whole stack.
Source code, cloud state, IaC, IAM, design docs, pull request history, runtime behavior. Cipher ingests what no single reviewer can hold and connects it into one living model of how your system actually fits together.
Every layer, one model.
The path no reviewer holds in their head.
The api side assumed svc·checkout checks its callers. The checkout side, changed in that clean diff, assumed the api already had. Both halves passed review in their own repositories. The model holds both, and the over-scoped role behind them, and proves the anonymous payout write end to end before reporting anything.
Proven, not pattern-matched.
Your system doesn’t hold still.
Roles widen. Services ship. A config that was safe last week quietly isn’t. The model re-indexes as your system changes, so every question is asked of the system as it exists right now, not at the date of the last audit.
Current, never archival.
Every run makes it smarter.
Findings, false leads it won’t chase twice, the design decisions behind your architecture, new relations between things it already knew. Nothing is re-derived, nothing is forgotten. Run three asks questions run one couldn’t form.
Depth compounds.
Not a report. A record.
Point-in-time tools hand you a PDF and start over next quarter. Cipher’s durable asset is the model itself: every entity, every relation, every decision that shaped a finding, current and queryable. Your next review starts from everything this one learned.
The model is the asset.