On grant funding, agentic AI engineering, and the unglamorous work of shipping systems that run in production.
Grant & funding
·4 min read
Fund a custom AI build with Singapore's EDG — how it works in 2026
Singapore SMEs can claim up to 50% of a custom AI or data-systems build through the Enterprise Development Grant. Here's how eligibility works, what qualifies, and what the application process looks like.
Taking an AI agent from pilot to production: the reliability work nobody scopes
Most AI agents work in a Jupyter notebook and fail in production. The gap isn't the model — it's the engineering. Here's what production-grade agentic systems actually require.
Designing role-based access control for client-data platforms
RBAC sounds straightforward until you're building it for a financial-services data platform with three user tiers, audit requirements, and a daily data pipeline. Here's what the engineering actually looks like.