Ax For Python
Use when writing Python code with axllm for using the generated Ax package, factory functions, package docs, examples, and API reference.
Install
Install only this skill for Python:
npx skills add https://ax-llm.github.io/ax/python/ --skill 'ax-python-llm'Published skill file: ax-python-llm/SKILL.md.
Source
- Source: packages/python/skills/ax-python-llm/SKILL.md
- Version:
25.4.8
Skill Instructions
Use this entry point when working with axllm. Read the guides relevant to the task before writing code. The guides are bundled locally; no additional skill installation is needed. Load more guides when a task crosses into another area.
Choose A Guide
| Task | Read |
|---|---|
| Start a program, choose native factories, or find package docs and examples | Quick reference |
| provider clients and model routing | AxAI Providers |
| decision signatures and native questions | Typesafe / Jev |
| audio and realtime provider mappings | Ax Audio And Realtime |
| signatures, fields, schemas, and validation | Ax Signatures |
| structured generation and tools | AxGen Structured Generation |
| RLM agents and tools | AxAgent |
| runtime sessions and actor-code execution | AxAgent RLM Runtime |
| memory, recall, and dynamic skill loading | AxAgent Memory And Skills |
| traces, logs, usage, and diagnostics | AxAgent Observability |
| agent evaluation and optimization artifacts | AxAgent Optimize |
| choosing context maps, policy, optimization, and recall | AxAgent Context Selection |
| workflow graphs and orchestration | AxFlow |
| Pareto optimization and prompt evolution | Ax GEPA |
| evolving context playbooks | Ax Playbook |
| candidate improvement and evaluation feedback | Ax Refinement Patterns |
For an agent with persistent recall, read the agent and memory guides. For a provider-backed workflow, read the AI, generation, and flow guides.
Essential Conventions
- Use this language’s native package API and examples; TypeScript call shapes are not interchangeable.
- Check the installed package version against the guide version before using an API from another release.
- Start with a focused guide. Use the package’s
API.md,axir-api.json, andaxir-capabilities.jsonfor exact signatures and supported surfaces. - Specialist skills remain optional when separate skill entries are useful.