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Developer Tools

Why SARIF support matters when you choose a code scanner

SARIF is the standard JSON format for static analysis results. What it contains, why it reduces lock-in, and how to test a tool's export in a pilot.

Oct 18, 20263 min read
Developer Tools

Why SSH sessions drop on mobile networks and what to set

SSH sessions die when you change networks or sit idle. Learn what ClientAliveInterval does, why dead sessions linger, and how to set it safely.

Oct 18, 20264 min read
Developer Tools

Will AI generated tests fail when the code breaks? A quick audit

AI can write tests that pass today and prove nothing. A quick audit to check whether generated tests actually fail when the code under test is broken.

Oct 18, 20263 min read
Developer Tools

How to write a secure coding lab exercise that actually teaches

A good lab has one bug class, a clear exploit, an editable fix and a test that proves it. Here is a template for writing your own secure coding exercises.

Oct 18, 20263 min read
Developer Tools

How to write a SECURITY.md that researchers can actually use

A good SECURITY.md tells reporters where to send findings and what to expect. Here is a template, what GitHub asks for, and what Scorecard checks.

Oct 18, 20263 min read
Developer Tools

Write the security review rubric before you write the prompt

Define a good LLM security review first: checks, severity rules, and an answer key from past findings. Then your prompt has something to be tested against.

Oct 18, 20263 min read
Developer Tools

Write evals before you fine-tune: a practical starting guide

Build a small eval set from real inputs before changing prompts or training a model. Learn how to size it, score it, and avoid fooling yourself.

Oct 18, 20263 min read
Developer Tools

How to write unit tests for Rego policies with opa test

Policy as code needs tests. How to write Rego test rules, mock input with the with keyword, check coverage and avoid silently empty test runs in CI.

Oct 18, 20263 min read
Developer Tools

The Year 2038 problem: a developer guide to 32-bit time

On 19 January 2038, signed 32-bit Unix time overflows. Here is what can break, which fixes exist, and how to check your code, databases and devices today.

Oct 18, 20263 min read

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