Prove the diff,or it doesn't ship.

Delta checks every pull request against the invariants your codebase already depends on, and blocks the merge the moment one breaks. You get a concrete counterexample, not an AI opinion.

01 · Mine
Properties read straight from your code
02 · Prove
Kept only if it catches an injected bug
03 · Gate
Blocks the PR on a real regression
04 · Counterexample
The exact input that breaks the promise
Why a gate, not a reviewer

AI writes a growing share of your code. It is fast, usually plausible, and every so often quietly wrong in a way your tests never notice. A change can compile, pass every test, read perfectly, and still break a guarantee the whole system depends on.

Tests assert that specific inputs produce specific outputs. Invariants are the properties that must hold for all inputs, on every path: things like balance >= 0, idempotent(retry), and auth before mutation. Most codebases depend on hundreds of them, and almost none are written down.

Delta mines those invariants, proves each one catches a real regression, and enforces them on every pull request. It never writes your code. When the gate fails, it hands back the shrunk input that breaks the promise, a fact you can paste straight into a test, not a paragraph of model reasoning.

How it works

Three steps from your repo to a gate that holds.

01MINE

Read the code, draft the properties.

Delta reads each function and proposes candidate invariants: the properties that hold today, written as executable checks. You author nothing.

02PROVE

Mutate the code, keep what catches it.

Each candidate is run against a deliberately broken version of your code. Only the properties that catch the injected bug survive. Proofs, not opinions.

03GATE

Diff the PR, block the regression.

On every pull request, Delta re-runs only the invariants the diff touches. Pass, and the merge proceeds. Fail, and it blocks with a counterexample.

The live gate

Watch a plausible diff get stopped.

A refactor drops a balance check it judged redundant. Tests stay green. The invariant doesn't.

pull/4127 · perf: drop redundant balance checkledger/accounts.py
def withdraw(account, txn):    """Debit txn.amount from the account."""    amt = txn.amount    if not account.active:        raise AccountClosed(account)    if account.balance < amt:        raise InsufficientFunds(txn)    account.balance -= amt    ledger.record(txn, -amt)    return Receipt(txn, account.balance)
delta gate · base origin/main5 impacted
INV-0418idempotent_settlementPASS
INV-0419auth_before_mutationPASS
INV-0421tax_before_discountPASS
INV-2207balance_never_negativeFAIL
INV-0440order_total_reconcilesPASS
CounterexampleMerge blocked
input withdraw(account=AC-77, amount=5.00) state balance was 0.00 yields balance = -5.00 // expected balance >= 0 seed 0x9f2a · reproduced 2 / 2
What Delta mines

The guarantees that hold your system together.

monetary

Money never lies

Balances stay non-negative, totals reconcile, refunds never exceed charges.

idempotency

Retries are safe

A request replayed under failure produces one effect, never two.

authorization

Auth comes first

Every mutation is checked before it runs, on every path, not just the happy one.

concurrency

Order under load

Interleaved operations converge to the same state a serial run would.

schema

Shapes hold

Serialization round-trips, migrations preserve meaning, contracts stay intact.

ordering

Sequence matters

Steps that must precede others always do: tax before discount, write before read.

Security & trust

Built for the procurement review.

Your code never trains a model.

Delta is a verification layer, not a training pipeline. Your source is used to mine and check invariants, nothing else, ever.

Runs where your code lives.

Cloud-default with model access included, or a VPC / self-host tier for teams whose code can't leave their environment.

A required check, nothing more.

Delta installs as one CI gate on your pull requests. No agents in your repo, no write access, no keys for you to rotate.

Block the next bad merge.

Delta is in a closed private beta. Connect a repository and we'll get your invariants mined, proven, and gating your pull requests.