Навыки: Разработка

Systematic problem-solving and error analysis.

Isolate root causes through structured evidence gathering, pattern analysis, hypothesis testing (max 3 at a time, highes...

Runs a standalone runtime-evidence debugging phase, or a scoped debugging phase inside delivery when validation or revie...

Systematic 4-phase debugging: understand the failure, form hypotheses, test one change at a time, fix with confidence. A...

Finds why an AQVEN run, node or series attempt failed or hangs: run_get_node, paged run_events, the first failing node,...

Systematic debugging for numerical and scientific Julia code. Use when encountering wrong results, NaN/Inf values, numer...

Risolvi un bug, errore o comportamento inatteso trovando la causa radice prima di proporre fix. Da usare quando l'utente...

Debugging and troubleshooting StickerNest issues. Use when investigating bugs, tracing errors, understanding unexpected...

When isolating and fixing unpredictable or complex software bugs.

Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across a...

Systematic debugging including root-cause tracing (trace backward through call stack), reproduction strategies, pdb/debu...

Apply systematic root cause analysis and debugging methodologies to diagnose and fix bugs, test failures, and unexpected...

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root...

Use when the user reports a bug they can't reproduce, asks where to start debugging, or mentions a Heisenbug / productio...

Comprehensive debugging strategies, tools, and techniques for efficiently identifying and fixing bugs across different e...

Systematic error diagnosis and debugging workflow for Rust code. Use when code isn't working, tests fail, or runtime err...

Diagnose unexpected behavior with a reproduction, competing explanations and experiments that separate them before fixin...

Use for investigation-heavy work. Prefer tool-driven evidence (search, logs, diffs) before changing code.

Use when investigating errors, analyzing stack traces, or finding root causes of unexpected behavior. Invoke for error i...

Systematically reproduce, isolate, diagnose, and resolve software bugs using hypothesis-driven debugging. Use when diagn...

Sysinternals DebugView CLI (DbgViewCli) for capturing and analyzing usermode and kernel-mode Windows debug output from t...

Decal projection skill for impact marks.

Is this one project or several? Fires at charter, authoring, and verdict.

When to use the fluent Builder pattern vs constructors or factories.

When and how to process large datasets. Memory-efficient iteration.

When to use the Registry pattern for runtime extensibility.

When to keep a package small (micro) vs let it grow (macro). The scope spectrum.

Capture a project decision as an ADR-style record in decisions/NNNN-slug.md — context, options considered, the call, con...

Systematic framework for rigorous, situationally-grounded decision analysis. Use when evaluating options with competing...

設計決定前に確認すべき観点をチェックする

Extracts and records architectural decisions from diffs, conversation context, and explicit choices. Supports automatic...

Use when the user wants to log a prediction or estimate about a dev or project decision, grade past predictions, or see...

Logs architectural decisions to docs/DECISIONS.md in ADR format.Use when: making significant architectural or technology...

决策闭环：当用户显式调用 `$decision-loop`，或明确要求进入“决策闭环”时使用。 面向一个已经明确、但因关键证据不足而无法下结论的产品或技术决策，在研究与决策之间最多循环三轮，直到决策成立或进入 Human Gate；不适合开...

Structured decision-making frameworks for better choices

Sync human edits from the per-run decisions.gdoc back into decisions.yaml. Human-triggered via /ace:step decisions-sync;...

奶油纸 + 锈红 + 蓝图网格 mask + 黑边硬卡片 + pipeline 盒

暖纸背景 + Playfair, 左侧学习目标常驻, 含 MCQ 自测页

8 页单色背景, 160px display + 4px accent + Mono 箭头列表

深夜渐变 + 漂浮 orbs + SVG 力导向图谱 + JetBrains Mono

电子杂志 × 电子墨水; 10 个版面 + 5 套调色板 (墨水/靛蓝瓷/森林墨/牛皮纸/沙丘)

黑底 + CRT 网格扫描线 + $ 命令行标题 + 薄荷绿大字 + 三档 tag

电子杂志 × 电子墨水风, WebGL 流体背景 + 衬线 display

Give a deck a spine the room can follow — the situation-complication-resolution arc, the tension that makes the recommen...

GitHub-dark + 紫蓝环境光 + 三色渐变标题 + GitHub 风代码

锁死 1920×1080 画布, React 组件级自由组合, 不绑模板

Outline a deck as headline sentences before opening the slide tool — each slide a claim that reads as an argument top to...

10 页融资 deck, 白底 + 蓝紫渐变 hero, traction 柱状, $X.XM ask