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Developer Tools

How to audit installed editor extensions across a dev team

A step by step way to inventory VS Code and JetBrains extensions across a team, rank them by risk, and decide what to keep, pin, replace or remove.

Oct 18, 20263 min read
Developer Tools

Attribute AI spend by team with workspaces and usage reports

Split LLM API spend by team and environment using workspaces, scoped API keys and the usage and cost reports. Includes the gaps to plan around.

Oct 18, 20263 min read
Developer Tools

Ten supply chain questions to ask in plain English

Ten plain English questions to ask a supply chain query tool about your CVEs, components, projects and controls, and how to check each answer.

Oct 18, 20263 min read
Developer Tools

How to test developer experience in a security tool pilot

Run a two week pilot with real developers, a fixed survey, and measured pull request delay to learn whether a security tool will be used or ignored.

Oct 18, 20263 min read
Developer Tools

Approving a deployment from your phone: a safety checklist

How to approve a protected deployment from a phone without becoming the weak link: what to check, what to refuse, and how to block self-approval.

Oct 18, 20264 min read
Developer Tools

When to approve an AI written pull request: the code health test

Google's review standard says approve when a change improves overall code health, even if imperfect. How that rule applies to AI written pull requests.

Oct 18, 20263 min read
Developer Tools

Apple silicon for local LLMs: what unified memory changes

Shared CPU and GPU memory changes how you budget for a local model. What MLX and llama.cpp document, and what to measure before you buy hardware.

Oct 18, 20263 min read
Developer Tools

API spend caps and usage tiers: what happens when you hit the limit

Providers cap monthly or short window spend by usage tier. See Anthropic and Google caps as of October 2026, the errors you get, and how to set your own.

Oct 18, 20263 min read
Developer Tools

API rate limits explained: RPM, ITPM, OTPM and token buckets

Rate limits cap requests and tokens per minute, separate from your spend. Learn RPM, input and output token limits, token buckets and how to handle a 429.

Oct 18, 20263 min read

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