Practical writing from our engineers on agentic AI, RAG, MCP, AI security, compliance and the cloud infrastructure underneath it all.
How to save token cost on LLM apps: prompt caching, model routing, context trimming, batching, output limits, answer caching and measuring cost per task.
Read articleA practical guide to agentic engineering: when to use one agent or many, how to pick models per task, design tools, and place human checkpoints.
Read articleAI adoption does not mean deregulation. Here is where AI regulation stands in the EU, Saudi Arabia and the UAE, and how to run AI compliance management in practice.
Read articleRAG that works for real users: chunking, hybrid search, reranking, permission-aware retrieval, freshness, evaluation, and when to skip RAG entirely.
Read articleA reference solution architecture for AI products: gateway, orchestration layer, tools, memory, retrieval, guardrails and observability, plus what to build or buy.
Read articleAI assistants make code cheap to write, not cheap to own. How review discipline, tests, scanning and traceability keep code manageable, secure and regulated.
Read articleWhat MCP is, how it differs from function calling and APIs, how to build MCP servers for internal systems, and how to secure them with OAuth and audit logs.
Read articleHow to implement guardrails for LLM apps: prompt injection defenses, tool permissions, schema validation, red teaming, and why no AI system is truly hack proof.
Read articleHow to pair AI assistants with Terraform on Google Cloud to ship faster: module structure, environments, policy checks, Cloud Run, Vertex AI and guardrails.
Read articleAI Ops for LLM apps: tracing, evals in CI, model version pinning, drift detection, cost and latency SLOs, and incident response for AI systems in production.
Read articleHow to protect data exposure in AI systems: classify data before it reaches a model, redact PII, respect residency rules like Saudi PDPL, and lock down logs.
Read articleWhat it takes to put AI on the frontline with customers: voice agents, WhatsApp and web assistants, Arabic and English, human handoff, SLAs and what to automate first.
Read articleTell us what you are trying to build. You will get an honest take on scope, timeline and cost, usually within one business day.