Start or monitor an evolutionary development loop

Automatically converge from goal to A-grade Seed and execute it

创建飞书云文档。从 Lark-flavored Markdown 内容创建新的飞书云文档，支持指定创建位置（文件夹/知识库/知识空间）。

Create coordinated internal/external documents from reference materials with consistent formatting and cross-references

Use direct Python execution for reliable document creation including spreadsheets, PDFs, and structured reports

Ensures agents read and use provided reference files before searching or fabricating data

Unified document generation with tool failure detection, domain knowledge fallback, progressive conversion, and Unicode safety

Resilient multi-format document generation with environment checks, auto-sanitization, and fallback engines

Web application testing principles. E2E, Playwright, deep audit strategies.

Server management principles and decision-making. Process management, monitoring strategy, and scaling decisions. Teaches thinking, not commands.

Performance profiling principles. Measurement, analysis, and optimization techniques.

MCP (Model Context Protocol) server building principles. Tool design, resource patterns, best practices.

api/key-value-store — 2 abstractions.

Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training

Wrap Codex Autoresearch for Slate v2 measured loops. Delegates generic packet/dashboard/finalization mechanics to codex-autoresearch while enforcing `.tmp/slate-v2`, Slate correctness routing, target registry context, and short operator modes.

Enforce engineering rigor and verification loop for coding tasks using multi-agent debate

Connect to the OmniRoute MCP server (37 tools, 3 transports: SSE/stdio/HTTP). Covers routing, cache, compression, memory, skills, providers, and audit tools across 16 permission scopes.

Social media intelligence: financial signal extraction from Twitter/X, Telegram, Discord, and Reddit for sentiment-driven trading strategies.

Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.

Best practices for rendering videos