AI Coding Assistants: How to Actually Ship Faster
July 20, 2026 · 10 min read
AI can double your output or quietly fill your repo with plausible garbage. The difference is process.
Autocomplete
Best for boilerplate and tests. Keep it on, read every suggestion, never accept blindly.
Chat in the IDE
Ideal for explaining unfamiliar code and planning a change before writing it.
Agents
Great for mechanical refactors with strong tests. Risky for architecture decisions.
Guardrails
Types, tests, and small pull requests matter more with AI, not less.