Turn an editor-test-harvester report into one lane-specific execution plan, e.g. process every Slate v2 candidate from a harvest through slate-plan without executing implementation.

Triage and process the Slate v2 issue ledger with OpenClaw-style sweep discipline: archive-first discovery, duplicate proof, small-fix gates, exact claim rules, maintainer-safe issue output, and gitcrawl API refreshes.

Shell scripting expert for Bash, POSIX compliance, error handling, and automation

API testing expert for curl, REST, GraphQL, authentication, and debugging

Generate self-contained HTML architecture diagrams. Use when creating visual diagrams for PRs, task plans, or architectural explanations.

General development best practices and common gotchas when working on Biome. Use for avoiding common mistakes, understanding Biome-specific patterns (AST, syntax nodes, string extraction, embedded languages), and learning technical tips.

Perform a structured code review using change detection and impact

Navigate and understand codebase structure using the knowledge graph

Systematically debug issues using graph-powered code navigation

The core OpenAI-compatible inference endpoints: chat completions, embeddings, images, audio (TTS/STT), moderations, rerank, and the Responses API. The primary integration surface for AI agents.

Macroeconomic cycle positioning and central-bank policy interpretation, including GDP/CPI/PMI/rates/FX analysis, with output in the form of major-asset allocation tilts.

Always-on ambient signal capture. Fires on every inbound message to detect original thinking and entity mentions. Spawn as a cheap sub-agent in parallel, never block the main response.

为 FastGPT 新资源接入权限管理。当用户需要为新资源（如 AgentSkill、Plugin 等）添加权限支持时触发。

Analyze and fix unnecessary useState, derived state, and server-state-in-local-state anti-patterns

标准化实验日志记录——接收原始材料（图/语音/文字），产出带 YAML frontmatter 的标准日志到 Obsidian vault。需配合飞书 CLI 或手动输入使用。

Chunked N-D arrays for cloud storage (Zarr-Python 3). Compressed arrays, parallel I/O, S3/GCS via fsspec, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines.

Adversarial dynamic e2e QA workflow - generate hostile scenarios, test, verify, fix, report, and clean up

The Logic & Correctness review perspective for ReviewHog. Verifies that changed code does what it is supposed to do — business logic, edge cases, data transformations, and query / data-access correctness. Reports correctness issues only; security and performance are separate perspectives.

Use when building email features, emails going to spam, high bounce rates, setting up SPF/DKIM/DMARC authentication, implementing email capture, ensuring compliance (CAN-SPAM, GDPR, CASL), handling webhooks, retry logic, or deciding transactional vs marketing.

BFL FLUX API integration guide covering endpoints, async polling patterns, rate limiting, error handling, webhooks, and regional endpoints with Python and TypeScript code examples.