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Developer Tools

Terminal, IDE, desktop or web: where should a coding agent run?

Coding agents now run in terminals, editors, desktop apps and the browser. A decision guide on which surface fits which job, and what changes for safety.

Oct 18, 20263 min read
Developer Tools

Sysmon configuration: include and exclude filtering explained

How Sysmon configuration files filter events with include and exclude rules, how AND and OR logic works, and a safe way to roll out a config.

Oct 18, 20263 min read
Developer Tools

Synthetic training data: when it helps and where it backfires

Model generated data can bootstrap fine-tuning, but it carries risks. What Self-Instruct and Phi-1 showed, and what the model collapse paper warns about.

Oct 18, 20263 min read
Developer Tools

Structured logging: the fields every log line should carry

Which fields belong on every structured log line: when, where, who, what, outcome and a correlation ID, with a starter schema you can adopt today.

Oct 18, 20263 min read
Developer Tools

Why LLM triage output should be validated JSON, not free text

Ask LLM triage for a fixed JSON shape and validate it in code. It speeds review, keeps surprising output away from other systems, and logs cleanly.

Oct 18, 20263 min read
Developer Tools

Stop secrets before they reach Git with push protection

Push protection blocks pushes that contain secrets and lets you fix them first. How repository and user protection differ, and what bypasses are logged.

Oct 18, 20263 min read
Developer Tools

Start a cryptographic inventory this week: a practical guide

A cryptographic inventory is the first step CISA lists for post-quantum readiness. How a small team can start one in a week with a spreadsheet and a grep.

Oct 18, 20263 min read
Developer Tools

Stale feature flags: how to clean them up with expiry dates

Old feature flags add untested code paths and risk. Use removal tasks, expiry dates and flag caps to keep the count under control.

Oct 18, 20263 min read
Developer Tools

SSH security keys explained: ed25519-sk and ecdsa-sk

FIDO backed SSH keys keep the private part on a hardware token, so a copied key file is useless alone. How they work, how to create one, and limits.

Oct 18, 20263 min read

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