Forward Deployed Engineer delivery contract for AWS engagements, build-first artifacts, grounded cost estimates, Well-Architected review, evolution roadmap
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WingedGuardian/GENesis-AGI992026년 10월 22일 업데이트
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triage-calibration
Daily triage accuracy calibration — use during scheduled calibration runs to verify triage classification accuracy against few-shot examples and adjust confidence thresholds
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Triage Calibration
Purpose
Review recent triage decisions against actual outcomes. Adjust signal weights and depth thresholds to improve classification accuracy over time.
When to Use
- Scheduled daily (end of day or low-activity period).
- After a significant misclassification is identified.
- After a new signal collector is added or modified.
Workflow
- Collect recent triage results — Pull the last 24h of awareness ticks with their depth classifications and signal readings.
- Match against outcomes — For each tick, determine what actually happened:
- Did the classified depth match the actual work required?
- Were any signals misleadingly high or low?
- Compute accuracy metrics —
- Classification accuracy (correct depth / total ticks)
- Over-triage rate (classified higher than needed)
- Under-triage rate (classified lower than needed)
- Identify systematic errors — Are certain signal types consistently miscalibrated? Are certain time periods problematic?
- Propose adjustments — Suggest weight or threshold changes. Do NOT auto-apply in V3 (fixed weights). Log recommendations for user review.
- Write calibration report.
Output Format
date: <YYYY-MM-DD>
period: <start> to <end>
total_ticks: <n>
accuracy: <percentage>
over_triage_rate: <percentage>
under_triage_rate: <percentage>
systematic_errors:
- signal: <signal name>
bias: over | under
magnitude: <how far off>
recommendations:
- <proposed adjustment>
References
src/genesis/learning/triage/— Triage pipelinesrc/genesis/awareness/— Awareness loop and depth classificationsrc/genesis/learning/signals/— Signal collectors
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같은 저장소의 스킬
Canonical guide to Genesis browser automation - layers (Camoufox, Chromium, the user's Chrome over CDP, TinyFish, desktop), per-tool timeouts, safety gates, verify-after-act, what a click checks (scroll, hit test, covered targets), overlays, iframes, tabs, and failure diagnosis
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WingedGuardian/GENesis-AGI992026년 10월 22일 업데이트
This skill should be used when a session BUILDS one Genesis item: implementing a change in a worktree through to opening its PR, including rework from a send-back spec. Load `genesis-development` (the shared core) first. Do NOT load it for driving open PRs to merge (`closing-session`), post-merge verification (`validating-merges`), or specifying a change before it is planned (`spec-session`).
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
WingedGuardian/GENesis-AGI992026년 10월 22일 업데이트
Update Claude Code (the CC CLI / "clog code") to a new version, or bump the pinned CC version. Use when the user asks to update Claude Code, bump the CC pin, evaluate a new CC release, or says "clog code update". Routes to the canonical, standardized process in docs/reference/cc-compatibility.md — do NOT re-derive the update mechanism by grepping every time. Do NOT use for general "what changed in CC" trivia with no intent to update.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
WingedGuardian/GENesis-AGI992026년 10월 22일 업데이트
This skill should be used when a session's job is to DRIVE OPEN PRs TO MERGE rather than to write new code — "close out the open PRs", "review and fix the open PRs", "what's blocking our PRs", "which PRs are mergeable". It owns the In Review column: it reads each PR's gate status, verifies and fixes review findings on PRs OTHER sessions built, replies in-thread, and merges a PR only under the owner's authorization: a per-PR yes, or the owner's request for closing work covering a PR whose every gate passes. Do NOT load it for building a feature and opening its PR — that is a build session (`build-session`).
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WingedGuardian/GENesis-AGI992026년 10월 22일 업데이트
Code understanding tool selection. Use when exploring architecture, finding definitions, tracing call chains, assessing blast radius of changes, or debugging code paths in the Genesis codebase.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
WingedGuardian/GENesis-AGI992026년 10월 22일 업데이트