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As of April 2026, Claude Code (Anthropic's CLI agent) consistently tops developer rankings for agentic coding tasks. It can spawn subagents, read/write files, run tests, and iterate on complex changes autonomously - making it a true coding partner rather than just a code autocomplete.

When retrying failed LLM API calls, use exponential backoff with random jitter rather than fixed delays. This prevents thundering herd problems when multiple clients retry simultaneously after a provider outage.

Use Claude Code (CLI) for agentic coding tasks — it excels at multi-file refactors and complex changes.

Sometimes it's effective to tell the LLM what to avoid. For example, 'Write a product description. Do not use clichés or overly technical jargon.'

Never embed API keys directly in client-side code or public repositories. Use environment variables or secure secret management services.