@hgvgfgvh

ai-architecture-harness-en provides a four-layer guardrail framework for keeping ai agents aligned with design intent and architectural boundaries. it covers documentation structure, sync workflows, acceptance testing, and incident-driven golden rules to prevent architecture collapse across multi-turn coding iterations.

seven-stage collaborative workflow for resolving complex bugs via human-ai pairs. enforces bidirectional discipline (four ai red lines, nine user non-compliance signals with templated responses) and gates flow between stages. integrates with bug-pattern-diagnosis for pattern lookup during testing loops.

complex-bug-debugging-with-ai-en defines a strict seven-phase human-ai collaboration workflow for complex bugs, with explicit gates, dual discipline rules, and failure escalation. it enforces data-backed conclusions and proactive uncooperativeness detection via nine concrete scripts.

server-log-analysis-en diagnoses remote service issues by connecting via ssh, reading service metadata from config.yaml, downloading minimal log snippets to local temp, and analyzing for root cause with evidence and confidence levels.

universal-shell-deployer manages cross-platform development infrastructure setup across windows, linux, and macos via command execution, with config-driven node selection, recipe templates, and stepwise verification.

merge-deploy-verify-loop automates the release cycle from local changes through selective staging, git operations, CI triggering, pod restart, and end-to-end verification, with recovery paths for failed tests and explicit data safety guards.

server-log-analysis provides structured remote log retrieval and diagnosis via ssh, with config-driven service mapping, incremental download strategy, and local analysis of error patterns and cross-service timing.

bug-pattern-diagnosis describes a medical model for bug diagnosis that references a case library as thinking prompts, not answers. emphasizes that similar symptoms do not guarantee identical root causes and mandates independent verification before any code changes.

Builds game VFX with mesh shell + scrolling texture + engine animation (dead model, live texture, engine math). Covers 2.5D billboard rules, 631 color, point...

Diagnoses bugs by matching user-reported symptoms against a curated library of past bug cases under experience/, using prior cases as memory references (neve...

Universal API integration skill for enterprise platforms. Connect to any platform using Swagger/OpenAPI discovery.

建立和使用 AI 编程架构护栏，防止架构坍缩、功能回退和长对话迭代漂移。Use when the user mentions AI 编程, Agent 编程, 架构坍缩, Harness Engineering, 设计意图, 验收规则, 黄金法则, 架构测试, 或希望让代码库更适合 AI Agent 安全修改。