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Insights on
AI-Native Operations
Thinking on governance, architecture, compliance, and building enterprise software that actually works.
The Workflow-Only Mutation Model: Why We Don't Allow Raw Database Writes
Every mutation in StudAI BOS flows through a typed workflow. No raw INSERT, UPDATE, or DELETE. This constraint gives us auditability, rollback, and governance for free.
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Understanding DPDP Act Compliance for SaaS Companies in India
The Digital Personal Data Protection Act, 2023 changes how SaaS companies collect, process, and store personal data. Here's what you need to know — and how to build for it.
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L0 to L4: Designing AI Autonomy Levels for Enterprise
Most AI products are either fully manual or fully autonomous. Neither works for enterprise. We designed a five-tier model that lets companies dial autonomy per module, per action, per risk level.
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Separation of Duties in AI-Driven Approval Workflows
When AI can initiate, approve, and execute — who is accountable? We enforce cryptographic separation of duties so the requester, approver, and executor are always distinct actors.
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Building for India-First, Scaling for Global: Our Infrastructure Choices
Azure India regions, INR-first financial modeling, GST-aware invoicing, and DPDP-compliant data residency — without closing the door on multi-region expansion.
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