Operations | Monitoring | ITSM | DevOps | Cloud

You probably have Datadog. Maybe New Relic, maybe Dynatrace. Your observability stack has been solid for years — and you're still flying blind on AI cost. Here's why LLM observability needs a fourth pillar most tools skip, and how to build one that actually tells you what your models are costing you per request, per feature, per customer.

Meta's internal token leaderboard sparked a frenzy — and a reckoning. Tokenmaxxing without attribution is just cloud waste 2.0. Companies like Hudl and Duolingo use cost intelligence to connect every AI dollar to a business outcome.

Good docs are how developers work with a product, from first look to daily use. That’s been true for a long time, and it’s becoming more true as developers increasingly hand that work to agents on their behalf. During the last quarter, we’ve been migrating docs.kosli.com from a static Hugo site to Mintlify, and now it’s finally live. Early reactions from our customers: “A marked improvement over the old docs in layout and usability.” “Looking sharp!”

Businesses today run on computers, cloud systems, and digital tools. One big failure can stop everything. A cyber attack, a power outage, or a software glitch can shut down operations for hours or days. Disaster recovery testing is how you prove you can restore critical services when the unexpected happens. 
 In 2026, with hybrid and multi-cloud estates, distributed data, and tighter oversight, this is not a once-a-year fire drill.

If your Terraform install is insecure or inconsistent, it can quickly slow down your delivery. A single compromised file or a misconfigured backend can stop deployments for many services. Teams that set up Terraform correctly from the start can scale easily and avoid compliance issues.

At 2 am, your migration goes live. By 2:07, error rates spike, and rollback isn’t an option. Cloud migrations, API rewrites, and architecture transformations rarely fail because of bad code. They fail because of how that code is released. Most teams still rely on a “big bang” cutover where infrastructure, services, and user-facing changes go live at once. This concentrates risk into a single moment.

In 2026, a new term has infiltrated Indian boardroom discussions: Geopatriation. Coined by Gartner as a top strategic technology trend for 2026, geopatriation is the deliberate relocation of workloads and applications from global cloud hyperscalers to regional or sovereign alternatives in response to geopolitical risk. While the previous decade was defined by a cloud-first approach, the current landscape is defined by the need for sovereignty.