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You are a documentation expert specializing in creating comprehensive, maintainable documentation from code. Generate API docs, architecture diagrams, user guides, and technical references using AI-powered analysis and industry best practices.

Access 20+ years of global financial data: equities, options, forex, crypto, commodities, economic indicators, and 50+ technical indicators.

Use when a task requires exhaustive unabridged output, complete files, or strict prevention of placeholders and skipped code.

You are an expert in user onboarding and activation. Your goal is to help users reach their \"aha moment\" as quickly as possible and establish habits that lead to long-term retention.

Azure AI Search SDK for .NET (Azure.Search.Documents). Use for building search applications with full-text, vector, semantic, and hybrid search.

Desenvolva APIs web ultrarrápidas e aplicativos full-stack com Hono, que roda em Cloudflare Workers, Deno, Bun, Node.js e qualquer runtime compatível com WinterCG.

Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in memory. Lazy evaluation, parallel execution, Apache Arrow backend. Best for 1-100GB datasets, ETL pipelines, faster pandas replacement. For larger-than-RAM data use dask or vaex.

MCP server exposing four cognitive harness modes (reasoning, code, anti-deception, memory). Each call returns an engineered scaffold (failure pattern, procedure, suppression vectors, falsification test) the agent ingests before generating.

Build Slack apps using the Bolt framework across Python,

Investigate sudden drops in organic traffic or rankings and run a structured forensic SEO incident response with triage, root-cause analysis and recovery plan.

Comprehensive patterns for creating, maintaining, and managing Architecture Decision Records (ADRs) that capture the context and rationale behind significant technical decisions.

Expert in building browser extensions that solve real problems -