Show HN: Ultracodex – Run Claude Ultracode Dynamic Workflows with Codex Agents
Ultracodex is an open-source engine that runs Claude's ultracode workflows using Codex agents, preserving Claude Fable's quota for high-value tasks. It seamlessly hands off workflows between Claude and Codex, letting users save tokens while Codex handles mundane implementation with generous limits.
Background
- Claude Fable (also called "Claude Code") is Anthropic's command-line AI coding tool that can use "ultracode mode" — a workflow where Claude writes small JavaScript programs that coordinate multiple AI sub-agents to solve complex tasks. This is powerful but consumes plan tokens very quickly.
- Codex is a competing AI coding agent, typically referring to products built on OpenAI's models (often via platforms like Cursor or the Codex CLI), known for having more generous usage limits.
- "Plan tokens" or "quota" refers to the limited monthly usage allowance users get with paid tiers of AI tools like Claude. Heavy use of agentic workflows burns through this fast.
- "Loop engineering" refers to designing iterative workflows where a model repeatedly delegates tasks, checks results, and loops back — a technique for handling large, complex problems that would exceed a single model's context window or token budget.
- Ultracodex bridges the two ecosystems: Claude (expensive, good at planning and reasoning) writes the workflow scripts; Codex agents (cheaper, generous limits) execute the mundane implementation steps. The user gets Claude's strengths without blowing through the quota.
Newer Claude models sometimes invent extra keys in tool call arguments, breaking validation in Pi's edit tool. The author suspects post-training for Claude Code's forgiving harness makes alternative schemas fail. This suggests closed RL training can degrade general tool-use reliability.
The article argues that Claude for Mac is an Electron app because its lead developer, Felix Rieseberg, is a former Microsoft engineer known for porting Slack to Electron and has a professional history strongly tied to the Electron framework.
Simon Willison released llm-coding-agent 0.1a0, an experimental coding agent built on his LLM library. The agent provides tools for reading, editing, searching files and executing commands, and ships with a Python API and CLI. It was developed using Claude Code (Fable 5) via TDD with a spec-first approach, and is available as a slop-alpha on PyPI.
Truth Social remains an outlet primarily for Trump's own posts, while other administration officials continue using X. The platform functions as a blog-like channel for Trump's messages rather than a genuine social network competitor.