Categories

Jacar categories — explore the topics A rocket whose eyes follow your cursor.
Architecture

Container Monitoring: Beyond cAdvisor

cAdvisor is still embedded in kubelet and covers surface metrics, but falls short for production Kubernetes. The modern minimum stack pairs it with kube-state-metrics, node-exporter, Prometheus, and Grafana as a base, eBPF for deep network and syscall visibility, and OpenTelemetry for application context.

Artificial Intelligence

Llama 3: Meta’s New Open Standard

Llama 3 is the open-model family Meta released on April 18, 2024, in 8-billion and 70-billion-parameter sizes, trained on 15 trillion tokens. The 70B beat Claude Sonnet, Mistral Medium, and GPT-3.5 in Meta's own human evaluation, and its licence allows free commercial use up to 700 million monthly active users.

Technology

Chainguard Images: Minimal and Signed Images

Chainguard Images are minimal Docker containers from the company behind Sigstore, with zero known CVEs, Cosign-signed SBOMs and daily rebuilds on top of Wolfi, its own glibc-based distribution. They pay off over official images when strict compliance, supply chain audits or sensitive production workloads are at stake.

Industry 4.0

Sustainable Data Centers: What Changes in 2024

In 2024 sustainable data centers move beyond PUE: liquid cooling becomes standard in AI GPU racks, carbon-aware workload scheduling is already practical with tools like the Carbon Aware SDK, and waste-heat reuse has real cases in Stockholm and Helsinki. The EU-wide energy efficiency directive already requires honest metrics instead of greenwashing.

Methodologies

Sigstore in Image Registries: Adoption and Reality

Sigstore has become the standard signing layer for OCI artefacts. GHCR is the best-integrated registry; Harbor 2.5+ and Quay offer native support; AWS ECR pushes its own KMS scheme. Verification earns its keep at three points: the cluster admission controller, the GitOps layer, and the CI/CD pipeline. The public Rekor has rate limits that force self-hosting past a certain build volume.

Artificial Intelligence

ONNX Runtime at the Edge: Portable, Fast Inference

A model trained in PyTorch or TensorFlow, running the same way on a server, a phone, a browser tab, or an ARM gateway on the factory floor: that is what ONNX Runtime solves. It turns the ONNX format into a genuinely portable artifact, exported once, at the cost of some peak performance versus a platform-native runtime.

Technology

Deno Deploy: TypeScript at the Edge Without a Server

Deno Deploy is the serverless-edge platform from the team that built Deno: native TypeScript without a transpile step, standard Web APIs, and global deployment to ~35 regions. Cold start runs ~50ms vs Cloudflare Workers (~5ms). Best for lightweight APIs and Fresh/Astro SSR; less ideal when your project needs the full Cloudflare infrastructure stack.

Technology

Loki at Scale: Lessons from High-Volume Logs

Loki indexes only labels, not log content, which cuts storage costs dramatically compared to Elasticsearch. The main production risk is cardinality explosion each unique label-value combination generates a stream that inflates the index and slows queries. Separating read and write paths ensures a heavy query cannot saturate ingestion.

Technology

Fastly Compute: High-Performance Edge with WebAssembly

Fastly Compute runs WebAssembly code on its ~70 global PoPs with a 35-microsecond cold start. Supports Rust, Go, and JavaScript compiled via Javy. Competes directly with Cloudflare Workers, with advantages for compute-intensive workloads and teams already on Fastly CDN, but at a higher entry cost.