Practical guides to Git, CI/CD, Ollama, and Azure
MCP vs A2A vs AG-UI is the comparison chart making the rounds right now, and the framing is right — these are three different, complementary layers, not competing standards. But a couple of its headline numbers are either stale or… Read moreMCP vs A2A vs AG-UI: The Protocol Stack, Fact-Checked
The macOS 27 fm CLI gives every Mac a free language model in the terminal. It needs no account, no API key and no download, and you can point any OpenAI-style client at it. It also has a hard 4,096-token… Read moremacOS 27 fm CLI: What Apple’s Built-In Model Can Do
uv replaces pip, pip-tools, pipx, Poetry, pyenv, twine, and virtualenv with one Rust binary — Poetry replaces pip and virtualenv with its own resolver and lockfile, but keeps you inside a single tool’s opinions about project structure. pip, on its… Read moreuv vs pip vs Poetry: Which Python Package Manager
Boto3’s default retry mode is legacy, not standard — and legacy mode only retries a narrow list of errors: ConnectionError, Throttling, ThrottlingException, and ProvisionedThroughputExceededException. If your script fails on a transient RequestTimeout or SlowDown error that standard mode would have… Read moreBoto3 Retry Config: Why AWS Scripts Fail Silently
Using uv in GitHub Actions means swapping pip install -r requirements.txt for uv sync –locked, adding one official action, and turning on a cache flag. The payoff isn’t the “10-100x faster” number uv’s own docs advertise for cold installs —… Read moreUsing uv in GitHub Actions for Faster Python CI
Redis 8.6 went GA in February 2026 and the latest patch, 8.6.7, shipped September 17 with security fixes only — the feature set has been stable for months. The headline feature isn’t a speed number. It’s a real fix for… Read moreRedis 8.6: What Changed in Performance and Event Streams
Cilium mTLS ztunnel doesn’t need a SPIRE server — and that’s actually the second-biggest news here. The bigger story: Cilium’s older, SPIRE-based “Mutual Authentication” feature is now officially deprecated, with removal targeted for v1.21. If you adopted it, you’re migrating… Read moreCilium mTLS ztunnel: Sidecar-Free Encryption Explained
Grafana Tempo 3.1 shipped on 2026-09-30 with a feature that matters the moment something goes wrong, not when everything’s fine: redaction by query. Before this release, scrubbing a leaked secret out of your traces meant enumerating trace IDs one at… Read moreGrafana Tempo 3.1: Query-Based Trace Redaction Explained
YAML vs JSON for LLMs isn’t just a style preference — it changes how many tokens you pay for on every request. I ran both formats through a real tokenizer on identical data instead of repeating the “20-ish percent” figures… Read moreYAML vs JSON for LLMs: Real Token Counts, Real Gotchas
Terraform state causes more real incidents than almost anything else in the tool — a stuck lock, a corrupted file, a state rm that touched the wrong resource. Most of the anxiety is unnecessary once you know two things most… Read moreTerraform State Explained: Locking, Backups, and Recovery