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Karvark Tech Labs LLP · Last updated: 11 September 2026

How we build

Every system we ship is specified before it is built, tested against named invariants, and reviewed before release. Concretely:

  • Documents before code. Architecture, data model and test strategy are written and version-controlled before implementation begins
  • Deterministic control. AI models narrate; code and database constraints decide. Context is assembled by code, never composed freely by a model
  • Human override. Systems that act on a client's behalf ship with a live takeover path and a full audit trail
  • Tested continuously. Changes are gated on automated tests in continuous integration

How we run infrastructure

  • Least-privilege access; secrets held in a secrets manager, never in source control or documents
  • TLS in transit; encryption at rest on managed data stores
  • Infrastructure defined as code and version-controlled
  • Audit logging on privileged and mutating operations
  • Regular patching of operating systems and pinned, deliberately upgraded application images

Threat model

We maintain a written threat model for AI systems, covering prompt injection, untrusted input, and data exfiltration. Where a system combines untrusted input, private data and an outbound channel, we treat that combination as the primary risk and cut it architecturally. Adversarial test cases are a release gate, not an afterthought.

Data handling

Client data stays in the client's environment wherever the architecture allows. Where we process data on a client's behalf, we do so as a processor under a written agreement, on documented instructions.

Reporting a vulnerability

If you believe you have found a security issue in anything we operate, email founder@karvark.com with the details. We will acknowledge within three business days. Please give us reasonable time to remediate before public disclosure. We will not pursue legal action against good-faith research that avoids privacy violations, service degradation and data destruction.

Related questions

Where your data goes, who owns the work, and what happens to it if Karvark is not here are answered in the questions people ask before booking.