How teams use agents to iterate, review, and ship PRs with proof.
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Why consistent tool call formatting under growing context matters more than benchmark scores for agentic coding workflows
How changing "diff" to "apply diff tool" in a system prompt increased Gemini 2.0 Flash's eval pass rate from 26% to 56% - a practical guide to prompt precision for AI coding agents.
Cloud Agents review code, catch issues, and suggest fixes before you open the diff. You review the results, not the process.
