February 22, 2026
The most dangerous thing an agent can do is confidently produce a deliverable based on wrong assumptions. An agent that assumes x86_64 when the target is ARM64, that assumes PostgreSQL 14 behavior when the target runs 15, or that assumes AWS IAM patterns when the target is Azure – that agent produces a runbook that will fail in ways the human did not expect and may not understand.
February 22, 2026
Ollama turns running local LLMs into a single command. It handles model downloads, quantization, GPU memory allocation, and exposes a REST API that any application can call. No Python environments, no CUDA driver debugging, no manual GGUF file management.
# macOS
brew install ollama
# Linux (official installer)
curl -fsSL https://ollama.com/install.sh | sh
# Or run as a Docker container
docker run -d -v ollama:/root/.ollama -p 11434:11434 --name ollama ollama/ollamaStart the Ollama server:
February 21, 2026
If you run Kubernetes on Apple Silicon (M1/M2/M3/M4) via minikube with the Docker driver, you will eventually try to run an amd64-only container image. For most software this works through QEMU emulation. For Go binaries, it crashes hard.
Go’s garbage collector uses a lock-free stack (lfstack) that packs pointers with counter bits in the high bits of a 64-bit integer. QEMU’s user-mode address translation changes the effective address space layout, which breaks this packing assumption. The result:
February 21, 2026
ARM64 is no longer optional infrastructure. AWS Graviton instances, Apple Silicon developer machines, and Ampere cloud hosts all run ARM64 natively. If your CI pipeline only builds and tests on x86, you are shipping untested binaries to a growing share of your deployment targets.
GitHub offers native ARM64 runners. For public repositories, these have been available since late 2024. Private repositories gained access in 2025. Use them with:
February 21, 2026
Minikube runs a single-node Kubernetes cluster on your local machine. The difference between a minikube setup that feels like a toy and one that behaves like production comes down to three choices: the driver, the resource allocation, and the Kubernetes version. Get these wrong and you spend more time fighting the tool than using it.
On macOS with Homebrew:
brew install minikubeOn Linux via direct download:
February 21, 2026
When running Minikube on Apple Silicon (M1/M2/M3/M4), the driver you choose determines whether your containers run natively or through emulation. The Docker driver runs containers directly on the host architecture — ARM64 — with zero emulation overhead.
This matters because QEMU user-mode emulation, which kicks in when you try to run amd64 images on ARM64, cannot reliably execute Go binaries. The specific failure is a crash in lfstack.push, deep in Go’s runtime memory management. This is not a fixable application bug — it is a fundamental incompatibility between QEMU’s user-mode emulation and Go’s lock-free stack implementation.
February 21, 2026
You can no longer assume containers run only on x86. AWS Graviton instances are ARM64. Developer laptops with Apple Silicon are ARM64. Ampere cloud instances are ARM64. A container image tagged myapp:latest needs to work on both architectures, or you end up maintaining separate tags and hoping nobody pulls the wrong one.
A manifest list (also called an OCI image index) lets a single tag point to multiple architecture-specific images. When a client pulls myapp:latest, the registry returns the image matching the client’s architecture.