AutoGluon-First Strategy: Always run AutoGluon `best_quality` preset as the first step in any tabular ML competition (5-15 min baseline).
Automate Autom tasks via Rube MCP (Composio).
Automated git bisect for bug hunting with test script execution
Autonomous reply to X/Threads comments. Smart detection, templated responses, engagement automation.
Automates the extraction of tabular data from web pages and handles the seamless transfer and import into target enterprise systems.
Auto-generate changelogs from commit history
MUST read before requests involving automated execution, recurring execution, background execution, event-triggered execution, bot/agent…
Evidence-first automation inventory and overlap audit workflow for ECC.
Safely inspect and edit structured background-automation task queues.
Development workflows for WordPress ActivityPub plugin including wp-env setup, testing commands, linting, and build processes.
Use when working with WP-CLI (wp) for WordPress operations: safe search-replace, db export/import, plugin/theme/user/content management…
Use when building or debugging WordPress Interactivity API features (data-wp-* directives, @wordpress/interactivity store/state/actions…
Use when developing WordPress plugins: architecture and hooks, activation/deactivation/uninstall, admin UI and Settings API, data storage…
Use when building, extending, or debugging WordPress REST API endpoints/routes: register_rest_route, WP_REST_Controller/controller…
Vehicle cybersecurity engineering per ISO/SAE 21434
Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing.
Enforce a maximally autonomous, self-directed working protocol on the assistant.
Orchestrates long-running, autonomous development cycles by managing persistent task execution and state across Claude Code sessions.
Run an autonomous /loop iteration -- check progress, work on next task, schedule next wake
Autonomous iteration loop: modify, verify, keep/discard against any metric
Autonomous goal-directed iteration loop that continuously improves prompts, templates, configs, or code.