How cybersecurity engineers can use Codex in ChatGPT for secure code review, IaC checks, detection engineering, CI/CD hardening, and controlled security automation.
Using Codex in ChatGPT: A Practical Guide for Cybersecurity Engineers
How cybersecurity engineers can use Codex in ChatGPT for secure code review, IaC checks, detection engineering, CI/CD hardening, and controlled security automation.
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Eight stages, two human gates, four memory layers. The full state machine for agentic coding, with the alternatives I rejected.
1h 26m from prompt to merged PR for a real fintech webhook handler. $1.42 in LLM spend across architect + pm + 2 senior-dev + 5 reviewers. The full trail with caveats.