Categories

Architecture

Agent OS: the concept shaping the new stack layer

The term Agent OS has spent a year gaining traction across research and product circles. It describes a layer that goes well beyond an agent library: request scheduling, context management, persistent memory, and isolation. A look at the real state of that concept.

Methodologies

Carbon-aware computing: now the default behavior

Four years ago it was an academic curiosity. Today, scheduling workloads by grid carbon intensity is a built-in option in Kubernetes, in several cloud provider services, and in CI tooling. We look at what genuinely changed and what is still more promise than practice.

Architecture

Kubernetes 1.34: a summary for teams with little time

Kubernetes 1.34 ships with Dynamic Resource Allocation (DRA) graduating to stable, scheduler improvements, and CEL-based mutating admission policies that replace webhooks. A practical rundown of what is safe to upgrade now, what can wait, and what actually changes for teams running production clusters.

Architecture

PostgreSQL 17: optimisations that change real queries

The PostgreSQL 17 optimisations that change real query plans sit in the planner and executor, so existing SQL benefits untouched. SAOP scans fold an IN list into a single index pass, worth 30 to 50 percent off p99 latency for 20 to 100 IDs. Streaming I/O cuts cold sequential scans and ANALYZE by 15 to 40 percent.

Architecture

Kubernetes 1.27: The Changes That Matter to Operators

Kubernetes 1.27 ("Chill Vibes"), released in April 2023, makes SeccompDefault stable so pods get safer syscall defaults automatically, moves KMS v2 to beta with rotatable encryption keys for etcd secrets, and stabilises scheduling gates. It also removes PodSecurityPolicy for good: without migrating to Pod Security Admission first, the upgrade is blocked entirely.