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Diagnose failures systematically before changing code.
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Based on SOC occupation classification
充电桩经营与充电量经验分析，覆盖充电量同比下降、充电量流失、收益下降的归因拆解、排查路径和运营建议。
Connect to external services through Maton-managed API routes. Use this skill only after the user names the target app, account, and task. Start with read/list calls when possible and follow the app-specific reference before any change.
Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Includes memory architecture with pre-compaction flush (so context survives when the window fills), reverse prompting (surfaces ideas you didn't know to ask for), security hardening, self-healing patterns (diagnoses and fixes its own issues), and alignment systems (stays on mission, remembers who it serves). Battle-tested patterns for agents that learn from every interaction and create value without being asked.
Collaborative discovery and design framing for ambiguous or high-risk work. Use when requirements are unclear, multiple approaches are possible, or you need to turn an idea into a validated design brief before planning or coding.
Use the steipete/summarize CLI to summarize URLs, local files, stdin, YouTube links, podcasts, and media with LLM models. Use when installing or running summarize, configuring provider/API keys, tuning length/language/json/extract/slides flags, setting ~/.summarize/config.json defaults, or troubleshooting CLI errors.
Design REST API contracts that are consistent, evolvable, and easy to consume.
| id | sample.debugging |
| name | debugging |
| description | Diagnose failures systematically before changing code. |
| tags | ["debugging","tests","diagnosis","bugs"] |
Use this skill when the user reports a bug, failing test, exception, unexpected behavior, or production incident.
State the observed failure, the likely root cause, the fix, and how it was verified.
