Building Infrastructure for LLM Applications

Large Language Models (LLMs) are opening powerful new possibilities for AI applications and intelligent agents. But with these opportunities come real infrastructure challenges: GPU resources are costly and need careful management Model serving requires scalable, reusable templates Security around API keys and sensitive data is essential What’s Important to Know Create self-service infrastructure templates so AI teams can move quickly […]
ChatGPT and Claude Expert tips

Dharmesh Shah’s Expert Tips for Working with Claude and ChatGPT HubSpot’s co-founder and CTO shares his battle-tested strategies for maximizing AI productivity When the co-founder of a $20+ billion company spends his nights coding AI tools and building agent platforms, it’s worth paying attention to his advice. Dharmesh Shah, HubSpot’s CTO and the mind behind […]
Own Your Agent, Own Your Edge

Bring Your Own Agent (BYOA): The Future of AI-Powered Careers How personal AI agents are revolutionizing workplace productivity and giving professionals an unfair advantage The workplace is changing faster than ever. While everyone debates whether AI will replace jobs, forward-thinking professionals are already discovering a different reality: AI agents that work for them, not against […]
AI Tools for DevOps in 2025: Cursor IDE and Aqua Voice in Action

Supercharging DevOps with Cursor AI IDE and Aqua Voice By Vadim Shechter, Cloud Architect & Founder at CloudOr As a DevOps engineer and cloud architect, I juggle dozens of tasks every day — from configuring Kubernetes clusters and deploying microservices to debugging CI/CD pipelines and automating infrastructure. Efficiency isn’t optional; it’s essential. Over the past […]
Oracle Cloud for AI Startups: Cost, Scale, and Simplicity

Why AI Startups Should Take a Second Look at Oracle Cloud In the world of artificial intelligence, startups often face a dilemma: how to train powerful models, run inference at scale, and launch agentic applications—without burning through capital or hiring a DevOps army. This is where Oracle Cloud Infrastructure (OCI) is quietly emerging as an […]