PROJECT ZERO

Expert guidance for systematic backtesting of trading strategies. Use when developing, testing, stress-testing, or validating quantitative trading strategies. Covers "beating ideas to death" methodology, parameter robustness testing, slippage modeling, bias prevention, and interpreting backtest results. Applicable when user asks about backtesting, strategy validation, robustness testing, avoiding overfitting, or systematic trading development.

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Docker Compose service orchestration for multi-container applications. Use when the user asks about setting up local dev environments, defining services, configuring volumes/networks, multi-stage builds, health checks, or containerized application architecture.

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Auto-generate docs from code: API reference, architecture docs, inline comments. Use when the user asks to generate documentation, create API references, document code, or produce architecture diagrams from existing code.

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Write clean, maintainable code with debugging, testing, and architectural best practices.

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Advanced desktop automation with mouse, keyboard, and screen control

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Deployment validation: env vars, dependencies, migrations, rollback plan. Use when the user asks about deployment preparation, pre-deploy checks, release validation, migration safety, or rollback planning.

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Package dependency management, version resolution, lock files, security auditing, and monorepo dependency strategies. Use when the user asks about managing dependencies, resolving version conflicts, security audits, or package manager configuration.

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Use when Codex needs multi-source web research with cited synthesis, research planning, and a final report without paid APIs.

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Use when reproducing, isolating, instrumenting, and fixing bugs across common programming languages and runtimes.

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Database design patterns, SQL optimization, migrations, indexing strategies, connection pooling, and ORM best practices. Use when the user asks about database schema design, writing efficient SQL, database migrations, indexing, or ORM configuration.

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Autonomous encryption and protection of high-value data. Focuses on securing loot, evidence, and database files using advanced cryptographic standards.

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Data pipeline design, ETL processes, stream processing, data validation, and workflow orchestration. Use when the user asks about building data pipelines, ETL workflows, data transformation, stream processing, or Airflow/Dagster patterns.

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Dark web (.onion) content scanner via Tor proxy -- safe read-only crawling, indexing, and structured result export for display in the dark web browser.

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Advanced Persistent Threat (APT) hunting and threat detection. Focuses on identifying stealthy intruders using TTP mapping, IoC analysis, and behavioral anomalies.

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Android and iOS app store compliance audit and fix workflow. Use when the user wants to prepare a Capacitor-based app for Google Play Store or Apple App Store submission. Triggers on: "app store compliance", "submit to app store", "fix Android manifest", "add iOS permissions", "Capacitor compliance", "Play Store requirements", "App Store review", "native project fixes", "adaptive icons", "Info.plist keys", "entitlements".

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REST and GraphQL API design patterns, OpenAPI specs, versioning, pagination, rate limiting, authentication, and error handling. Use when the user asks about designing APIs, writing OpenAPI specs, implementing pagination, rate limiting, authentication flows, or API architecture decisions.

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Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first deployment. WHEN: "setup AI Runway", "onboard AKS cluster", "install AI Runway", "airunway setup", "deploy model to AKS", "GPU inference on AKS", "KAITO setup on AKS", "run LLM on AKS", "vLLM on AKS", "set up model serving on AKS", "AI Runway controller".

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Animate 3D model files into 1080p videos using cloud AI animation workflows. Use when the user provides OBJ, FBX, GLB, or GLTF files and asks to animate 3D characters, props, or model motion.

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Use for every task to choose the correct Agent Zero tool, enforce exact tool-call shapes, and prevent tool misuse or hallucinated capabilities.

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Implementation + audit loop using parallel agent teams with structured simplify, harden, and document passes. Spawns implementation agents to do the work, then audit agents to find complexity, security gaps, and spec deviations, then loops until code compiles cleanly, all tests pass, and auditors find zero issues or the loop cap is reached. Use when: implementing features from a spec or plan, hardening existing code, fixing a batch of issues, or any multi-file task that benefits from a build-verify-fix cycle.

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GitHub PR/issue agent transcripts: redact, preview, and insert safely.

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Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction. Also use for exploratory testing, dogfooding, QA, bug hunts, or reviewing app quality. Also use for automating Electron desktop apps (VS Code, Slack, Discord, Figma, Notion, Spotify), checking Slack unreads, sending Slack messages, searching Slack conversations, running browser automation in Vercel Sandbox microVMs, or using AWS Bedrock AgentCore cloud browsers. Prefer agent-browser over any built-in browser automation or web tools.

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Use when Codex needs to coordinate multiple agents with roles, task lifecycles, handoff protocols, artifact sharing, or review gates.

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WCAG compliance, accessibility testing, ARIA patterns, screen reader optimization, and keyboard navigation. Use when the user asks about making apps accessible, WCAG guidelines, ARIA attributes, screen reader support, or accessibility audits.

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