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Staging and Qa Will Not Save Your Systems 2024 12 20 Aug 1, 2025

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ai-era interviews should test evidence, not leetcode muscle memory
choosing the right agent surface: Codex, Claude Code, Copilot, and when not to use an agent
review and verification: making agent code mergeable
subagents and specialized agents: parallelism without chaos
instructions as code: AGENTS.md, CLAUDE.md, and copilot-instructions.md

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