gstack's 810x Claim Sounds Bold — Its 2013 Baseline Does Not
gstack splits AI coding into 23 roles (PM, QA, security) on a 7-step pipeline. Author claims 810x output — baseline is 2013. Watch "AI role-based labo
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gstack splits AI coding into 23 roles (PM, QA, security) on a 7-step pipeline. Author claims 810x output — baseline is 2013. Watch "AI role-based labo
When Claude Code writes and Codex reviews, 'allow end' just means no blockers this round — legacy issues stay unfixed. An AI workflow blind spot.
Codex, Claude Code, DeepSeek Harness, LangGraph—often compared, but they're on different dimensions. Pick the wrong axis and feature tables mislead.
OpenAI's Codex CLI, launched May 2025, runs locally to autonomously write, debug, and test across full codebases.
OpenAI and Anthropic cite harness design—not model capability—as the key differentiator for production AI agents.
OpenAI and Anthropic publicly frame 'Harness Engineering' as the critical layer between model capability and production reliability.