Autonomously improve a generated paper via GPT-5.4 xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \"改论文\", \"improve paper\", \"论文润色循环\", \"auto improve\", or wants to iteratively polish a generated paper.
OpenClawEducation & Research
OpenLAIR
Generate Minecraft-focused raster assets with Codex's built-in image generation tool, including pack icons, promo art, concept textures, thumbnails, server banners, and UI mockups. Use when the deliverable should be a bitmap image rather than JSON models, SVG, or code-native assets.
CodexDesign
Use when Codex is building or iterating on a web game (HTML/JS) and needs a reliable development + testing loop: implement small changes, run a Playwright-based test script with short input bursts and intentional pauses, inspect screenshots/text, and review console errors with render_game_to_text.
OpenClawDevelopment & Engineering
Pair a remote AI agent with your browser. (gstack)
ClaudeCodexCursorSales
Wire Expo projects into the Codex app with project-local run scripts and .codex/environments/environment.toml actions. Use when the user wants the Codex app Run button, build/run actions, action buttons, or a stable Expo start/run workflow from Codex.
CodexDevelopment & Engineering
Summarize huge articles (URL or local file) via a Codex CLI-driven chunk→reduce pipeline, keeping only the final short summary in context and saving it to summaries/*.md.
CodexContent & Media
Use when upgrading existing websites or apps by auditing generic UI patterns and applying premium design fixes without rewrites.
OpenClawDesign
Plan and run large Codex tasks with compact dynamic workflow packets, risk gates, integration, and verification. Use when the user explicitly asks for dynamic workflows, packets, subagents, swarm, orchestration, long-running audits, multi-track coding/research work, job or client search agent des...
OpenClawData & Analytics
Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.
OpenClawDevelopment & Engineering
Delegate coding tasks to Codex, Claude Code, or Pi agents via background process. Use when: (1) building/creating new features or apps, (2) reviewing PRs (spawn in temp dir), (3) refactoring large codebases, (4) iterative coding that needs file exploration. NOT for: simple one-liner fixes (just e...
OpenClawDevelopment & Engineering
Scaffold and install codex-ui-kit assets and optional prompts in a repo. Use when adding codex-ui-kit to a project.
OpenClawDevelopment & Engineering
Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.
OpenClawDevelopment & Engineering