AI-driven workflows, automation, and agents to help you ship faster.
Local models still trail Claude on multi-step reasoning, but for regulated environments where code genuinely can't leave the machine, that tradeoff is well worth making.
An agent that can run SELECT * FROM orders can usually also run DELETE FROM orders unless you stop it. Here's the exact MCP config, and where to draw the read-only line.
A 40% jump in 'AI-authored lines' looks like a win right up until median PR review time doubles. Here's what to measure instead of the vanity metrics vendors default to.
Drafting a plan in Claude, then pasting it into Cursor to generate code, loses context at every seam. This pattern makes tool handoffs explicit instead of ad hoc copy-paste chaos.
A PDF telling developers to 'use good judgment' doesn't survive contact with a deadline or a faster unlicensed tool. Here's how to build a policy that tooling actually enforces.
'Just use Copilot' and 'just use Cursor' are both bad advice for most engineering teams. This framework matches autocomplete, chat, and agent tools to the workflow they actually fit.
Copy-pasting file contents into a browser tab doesn't scale past a few hundred lines of code. Here's how to build a fast, terminal-first workflow around Claude Code's shell access instead.
Pasting files into a chat window breaks down past roughly 5,000 lines of code. Here's how to combine AI retrieval with targeted questions to onboard onto unfamiliar code in hours, not days.