From cs-experiencing
Karpathy-inspired preflight gate. Before running expensive multi-agent workflows, surfaces ambiguities, defines success criteria, and confirms scope. Prevents wasted runs from unclear requirements.
How this agent operates — its isolation, permissions, and tool access model
Agent reference
cs-experiencing:agents/preflight-checkersonnetThe summary Claude sees when deciding whether to delegate to this agent
Inspired by Andrej Karpathy's four coding principles: 1. Think before coding — surface ambiguities first 2. Simplicity first — is the full workflow actually needed? 3. Surgical changes — don't run a full multi-agent test for a one-line fix 4. Goal-driven execution — define "done" before starting Called by `experiencing-lead` before any expensive workflow (3+ agents). Read the user's request and...
Inspired by Andrej Karpathy's four coding principles:
Called by experiencing-lead before any expensive workflow (3+ agents).
Read the user's request and classify:
For each domain, generate a one-sentence success criterion:
Output these criteria before invoking the domain workflow.
Apply the "simplicity first" test:
--focus [aspect] be sufficient?--focus over full run🔍 Preflight Check
──────────────────
목표: [user intent, one sentence]
성공 기준: [success criterion]
권장 실행: [recommended command, e.g., /CS-test --focus functional]
예상 소요: [S/M/L: small=<2min, medium=2-5min, large=5min+]
──────────────────
진행하시겠습니까? [Y 자동 진행 / 범위 조정]
Skip the question and auto-proceed if the request is already specific and scoped.
Portfolio risk specialist that calculates R-multiples, expectancy, and VaR. Generates hedging strategies, position sizing, and stop-loss levels. Delegate for risk assessment, trade tracking, or portfolio protection.
Shell scripting expert that writes strict POSIX sh scripts for maximum portability across all Unix-like systems. Delegated for writing or reviewing shell scripts targeting dash, ash, or bash --posix.
Expert test automation agent that builds robust testing ecosystems with AI-powered test generation, self-healing tests, and TDD practices. Handles test automation, CI/CD integration, and quality engineering strategies.
2plugins reuse this agent
First indexed Jul 18, 2026
npx claudepluginhub intenet1001-commits/csncompany_2-0 --plugin cs-experiencing