Insights
Practical notes on AI roles, teams and getting AI into production.
When should you hire an AI Engineer?
Hiring AI talent ·
AI Engineer vs ML Engineer: what does your project need?
AI roles ·
What roles do you need to build an AI agent?
AI teams ·
Why most AI pilots never reach production, and the team that gets them there
AI in production ·
The architecture behind banking that scales without touching the core
Payments ·
Small models, big results: why SLMs are winning the enterprise war against the giants
Fine-tuning ·
The 95% paradox: why most AI projects fail (and what the 5% do differently)
AI will not take your job, but someone using AI will: the new contract between humans and machines at work
Future of work ·
Shadow AI: the invisible risk already inside your company
Shadow AI ·
Agentic AI, from hype to ROI: how autonomous agents are changing the corporate back office
The illusion of intelligence: why most payments companies in Brazil are using AI wrong
AI maturity benchmark: how your company compares to the market
The 5 stages of AI maturity: where your company stands
Artificial intelligence ·