Operations | Monitoring | ITSM | DevOps | Cloud

In this article, we’ll show how easy it is to send custom application metrics directly to MetricFire's public carbon endpoint. We’ll build a small Flask application, emit a handful of practical metrics, and generate local traffic to demonstrate how quickly meaningful data can flow from your code to your dashboards.

Fine-tuning Large Language Models (LLMs) on private, domain-specific data can unlock significant value for your specific use case. When done correctly, you can create AI apps that understand your organization’s unique context. These apps can speak your brand’s voice and deliver remarkably accurate results that general models cannot match. However, finetuning is not always the right solution. Many teams rush into this complex technique without exploring simpler alternatives first.

As we step into a new year, one truth stands firm in financial services: resilience isn’t optional – it’s expected. Markets fluctuate, regulations evolve, and technology accelerates. Amid this complexity, IT leaders carry the responsibility of ensuring that operations don’t just survive disruption, they thrive through it.

Accessing high-performance GPUs shouldn’t feel like a bottleneck. Yet, as AI adoption accelerates, many teams are discovering that hyperscaler offerings often come with a hidden price: long wait times, opaque billing, and layers of unnecessary complexity. At Civo, we’ve seen a different way. Our GPUs enable companies to move faster while keeping infrastructure overhead and costs firmly under control.

As we step into a new year, one truth stands firm in financial services: resilience isn’t optional – it’s expected. Markets fluctuate, regulations evolve, and technology accelerates. Amid this complexity, IT leaders carry the responsibility of ensuring that operations don’t just survive disruption, they thrive through it.

Prior to working for a software company, I spent most of my career working for financial organizations. I have lots of friends who still do. Talking with one the other day, the question came up, what keeps you up at night? Her one word response was a little surprising: Fraud. Understand, she’s in charge of managing data at a bank. You’d expect maybe uptime, performance, high availability, any of the standard data management worries. Instead, it’s fraud.