Neuro-Symbolic Compilers
Jataka's AI doesn't write raw, error-prone text. It outputs deterministic AST rules. Syntax errors are impossible by construction.
DeltaBox Sandboxing
Absolute AI Execution Safety. Zero Risk to Production.
Don't let AI test in your staging org. Jataka executes all L3 patches in DeltaBox—an ephemeral, OS-level micro-sandbox that self-destructs after every test.
DeltaBox · Ephemeral sandbox
patch.apply(ast_rules)
Isolated zero-copy Salesforce scratch org
Spin up
UI test · MP4
Kill-switch
Glass box → proof recorded → sandbox destroyed
Shared environments create security decay.
Testing AI-generated code in shared environments leaves zombie test data, corrupts configurations, and creates security decay loops.
How DeltaBox protects you.
Ephemeral Scratch Orgs
For every fix, Kamikaze spins up an isolated, zero-copy Salesforce environment.
Visual Proof, Then Destruction
Kamikaze runs the UI test, records an MP4 video of the success, and instantly triggers an inescapable kill-switch to destroy the sandbox.
Execute freely. Leave nothing behind.
Every L3 patch is proven in a disposable glass box—with video evidence—then the environment is gone. Staging stays clean. Production stays untouched.
Related capabilities.
See DeltaBox destroy itself.
Watch a patch spin up, prove out on video, and vanish—without touching staging.